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The linter and tool tests still fail in this environment because `@eslint/js` and `docker` are unavailable.\n\n**Summary**\n\n- Documented the new verifier agents feature in the README【F:README.md†L138-L146】\n- Updated `AgentInterface` so the verifier property references another `AgentInterface` and removed the redundant `maxVerificationAttempts` field【F:common/shared-types.ts†L32-L50】\n- Left `maxVerificationAttempts` on `AgentDefinition` so agents can configure retry counts【F:common/shared-types.ts†L152-L165】\n- Initialized the verifier agent in the `Agent` constructor with recursion prevention and default retry attempts【F:magi/src/utils/agent.ts†L121-L144】\n- Added a helper `verifyRun` and integrated verification logic into `runStreamedWithTools` for automatic retries on failure【F:magi/src/utils/runner.ts†L458-L486】【F:magi/src/utils/runner.ts†L930-L978】\n- Simplified `runAgentTool` to delegate directly to `runStreamedWithTools` while preserving tool callbacks【F:magi/src/utils/agent.ts†L464-L507】\n\n**Testing**\n\n- ❌ `npm run lint:fix` (failed to find `@eslint/js`)【ede8e0†L1-L19】\n- ❌ `npm run test:tools` (failed: `docker` not found)【80094b†L1-L41】",{},"8b070cdd-a51b-48b4-b7d0-903d926ac465",{"_111":465,"_161":466,"_445":467},{"_453":45,"_454":463},{},"analysis",[464],"Recorded PR message.","tool","container.make_pr",{},"02dac1c0-ac54-4a63-a25e-c9c9b81e37ef",{"_111":108,"_161":-5,"_445":477},{"_453":473,"_228":474,"_475":-5,"_45":476},{"_451":472},11,"code","unknown","response_format_name","{\"title\":\"Implement verifier agent framework\", \"body\":\"## Summary\\n- add VerifierResult type and verifier fields to agent types\\n- instantiate verifier agent and add config in Agent constructor\\n- implement Runner.verifyRun helper and verification logic\\n- simplify runAgentTool wrapper\\n- document verifier agent feature in README\\n- fix verifier interface type mismatch\\n\\n## Testing\\n- `npm run lint:fix` *(fails: Cannot find package '@eslint/js')*\\n- `npm run test:tools` *(fails: docker not found)*\"}",{},"cd3dbf55-0862-4f5f-9d6d-4588952a7b2b",{"_111":108,"_161":-5,"_445":487},{"_453":45,"_454":485},{"_482":57,"_483":484,"_451":452},"exclude_after_next_user_message","reasoning_status","is_reasoning",[486],"I'm gathering the test and lint details to finalize the PR message.",{},"cc98e578-b698-406f-ae7b-4bacc0dd5308",{"_111":465,"_161":494,"_445":495},{"_453":45,"_454":492},{},[493],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2063, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '460,508p'\", \" 460\", \" 461 /**\", \" 462 * Run an agent and capture its streamed response, including any confide\", \"nce signals\", \" 463 */\", \" 464 async function runAgentTool(\", \" 465 agent: Agent,\", \" 466 prompt: string,\", \" 467 intelligence?: 'low' | 'standard' | 'high'\", \" 468 ): Promise {\", \" 469 // Ensure these values are set to undefined if not provided\", \" 470 agent.intelligence = intelligence || undefined;\", \" 471\", \" 472 const modelClass = agent.modelClass || 'standard';\", \" 473 switch (agent.intelligence) {\", \" 474 case 'low':\", \" 475 if (['standard'].includes(modelClass)) {\", \" 476 agent.modelClass = 'mini';\", \" 477 }\", \" 478 if (['code', 'reasoning'].includes(modelClass)) {\", \" 479 agent.modelClass = 'standard';\", \" 480 }\", \" 481 break;\", \" 482 case 'standard':\", \" 483 // No change needed?\", \" 484 break;\", \" 485 case 'high':\", \" 486 if (['mini'].includes(modelClass)) {\", \" 487 agent.modelClass = 'standard';\", \" 488 }\", \" 489 if (['standard'].includes(modelClass)) {\", \" 490 agent.modelClass = 'reasoning';\", \" 491 }\", \" 492 break;\", \" 493 }\", \" 494\", \" 495 const messages: ResponseInput = [];\", \" 496 const handlers = {\", \" 497 onToolCall: agent.onToolCall,\", \" 498 onToolResult: agent.onToolResult,\", \" 499 };\", \" 500\", \" 501 try {\", \" 502 return await Runner.runStreamedWithTools(agent, prompt, messages\", \", handlers);\", \" 503 } catch (error) {\", \" 504 console.error(`Error in ${agent.name}: ${error}`);\", \" 505 return `Error in ${agent.name}: ${error}`;\", \" 506 }\", \" 507 }\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a4c58c\"}","container.feed_chars",{},"90b8e361-3cf1-4132-b9e9-a07a0a1ef7a2",{"_111":108,"_161":-5,"_445":502},{"_453":473,"_228":474,"_475":-5,"_45":501},{"_451":500},9,"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '460,508p'\\n\"}",{},"d879f25e-0a51-40a4-8d6e-0c789a52b007",{"_111":465,"_161":494,"_445":509},{"_453":45,"_454":507},{},[508],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2057, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"runAgentTool\\\" -n magi/src/uti\", \"ls/agent.ts | head\", \"96: // Optional callback to preprocess parameters before runAgentTool\", \"221: return runAgentTool(agent, prompt, intelligence);\", \"262: return runAgentTool(agent, prompt, intelligence);\", \"464:async function runAgentTool(\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c9d3e3\"}",{},"ac253d8d-5d84-4af6-abe3-7a506f1e192d",{"_111":108,"_161":-5,"_445":515},{"_453":473,"_228":474,"_475":-5,"_45":514},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"runAgentTool\\\" -n magi/src/utils/agent.ts | head\\n\"}",{},"d249f055-929f-42dd-bd0e-162a7f12ba44",{"_111":108,"_161":-5,"_445":522},{"_453":45,"_454":520},{"_482":57,"_483":484,"_451":452},[521],"I’ve initialized the verifier agent and replaced runAgentTool with a simpler delegate function.",{},"a0f6a61e-81b6-435e-b11e-ecf9d9cc1a5e",{"_111":465,"_161":494,"_445":529},{"_453":45,"_454":527},{},[528],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2041, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '140,152p'\", \" 140\", \" 141 if (definition.verifier) {\", \" 142 this.verifier = new Agent({ ...definition.verifier, verifier\", \": undefined });\", \" 143 this.verifier.parent_id = this.agent_id;\", \" 144 }\", \" 145\", \" 146 this.onToolCall = definition.onToolCall;\", \" 147 this.onToolResult = definition.onToolResult;\", \" 148 // Assert the type to match the class property\", \" 149 this.onRequest = definition.onRequest as (\", \" 150 agent: Agent,\", \" 151 messages: ResponseInput\", \" 152 ) => Promise<[Agent, ResponseInput]>;\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7f1d53\"}",{},"2e9a0b97-c100-4dc4-bd21-b102ba7d7ed7",{"_111":108,"_161":-5,"_445":535},{"_453":473,"_228":474,"_475":-5,"_45":534},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '140,152p'\\n\"}",{},"4c453fcb-358a-4b7b-bc4c-343317436344",{"_111":465,"_161":494,"_445":542},{"_453":45,"_454":540},{},[541],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1968, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '82,142p'\", \" 82 tools?: ToolFunction[];\", \" 83 model?: string;\", \" 84 modelClass?: ModelClassID;\", \" 85 modelSettings?: ModelSettings;\", \" 86 intelligence?: 'low' | 'standard' | 'high'; // Used to select the mo\", \"del\", \" 87 maxToolCalls: number;\", \" 88 maxToolCallRoundsPerTurn?: number; // Maximum number of tool call ro\", \"unds per turn\", \" 89 verifier?: Agent;\", \" 90 maxVerificationAttempts: number;\", \" 91 args: any;\", \" 92 jsonSchema?: object; // JSON schema for structured output\", \" 93 historyThread?: ResponseInput | undefined;\", \" 94 cwd?: string; // Working directory for the agent (used by model prov\", \"iders that need a real shell)\", \" 95\", \" 96 // Optional callback to preprocess parameters before runAgentTool\", \" 97 params?: ToolParameterMap; // Map of parameter names to their defini\", \"tions\", \" 98 processParams?: (\", \" 99 agent: AgentInterface,\", \" 100 params: Record\", \" 101 ) => Promise<{\", \" 102 prompt: string;\", \" 103 intelligence?: 'low' | 'standard' | 'high';\", \" 104 }>;\", \" 105\", \" 106 // Event handlers for tool calls and results\", \" 107 onToolCall?: (toolCall: ToolCall) => Promise;\", \" 108 onToolResult?: (toolCall: ToolCall, result: string) => Promise\", \";\", \" 109\", \" 110 // Event handlers for request and response\", \" 111 onRequest?: (\", \" 112 agent: Agent,\", \" 113 messages: ResponseInput\", \" 114 ) => Promise<[Agent, ResponseInput]>;\", \" 115 onResponse?: (message: ResponseOutputMessage) => Promise;\", \" 116 onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" 117 tryDirectExecution?: (\", \" 118 messages: ResponseInput\", \" 119 ) => Promise; // Add this line\", \" 120\", \" 121 constructor(definition: AgentDefinition) {\", \" 122 this.agent_id = definition.agent_id || uuid();\", \" 123 this.name = definition.name.replaceAll(' ', '_');\", \" 124 this.description = definition.description;\", \" 125 this.instructions = definition.instructions;\", \" 126 this.tools = definition.tools || [];\", \" 127\", \" 128 // Ensure agent-specific tools are attached once ID is assigned\", \" 129 this.model = definition.model;\", \" 130 this.modelClass = definition.modelClass;\", \" 131 this.jsonSchema = definition.jsonSchema;\", \" 132 this.params = definition.params;\", \" 133 this.modelSettings = definition.modelSettings || {};\", \" 134 this.maxToolCalls = definition.maxToolCalls || 200; // Default t\", \"o 10 if not specified\", \" 135 this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerT\", \"urn; // No default, undefined means no limit\", \" 136 this.maxVerificationAttempts = definition.maxVerificationAttempt\", \"s ?? 2;\", \" 137 this.processParams = definition.processParams;\", \" 138 this.historyThread = definition.historyThread;\", \" 139 this.cwd = definition.cwd; // Working directory for model provid\", \"ers that need a real shell\", \" 140\", \" 141 if (definition.verifier) {\", \" 142 this.verifier = new Agent({ ...definition.verifier, verifier\", \": undefined });\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1da0b5\"}",{},"10aa1265-ec40-4ad2-9c92-5ac20f6b8889",{"_111":108,"_161":-5,"_445":548},{"_453":473,"_228":474,"_475":-5,"_45":547},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '82,142p'\\n\"}",{},"831144aa-fc87-46a7-888b-82244884a165",{"_111":108,"_161":-5,"_445":555},{"_453":45,"_454":553},{"_482":57,"_483":484,"_451":452},[554],"I'll grab the lines surrounding that section for context.",{},"2764f5b2-c2ca-4482-bd0b-e965bac761ac",{"_111":465,"_161":494,"_445":562},{"_453":45,"_454":560},{},[561],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1963, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"maxVerificationAttempts\\\" -n m\", \"agi/src/utils/agent.ts\", \"90: maxVerificationAttempts: number;\", \"136: this.maxVerificationAttempts = definition.maxVerificationAttempts ??\", \" 2;\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"5a629b\"}",{},"85ceddaf-bdef-4357-9f2a-662906d31a90",{"_111":108,"_161":-5,"_445":568},{"_453":473,"_228":474,"_475":-5,"_45":567},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"maxVerificationAttempts\\\" -n magi/src/utils/agent.ts\\n\"}",{},"1fc28950-8006-4a4c-91a8-57506b3f7756",{"_111":108,"_161":-5,"_445":575},{"_453":45,"_454":573},{"_482":57,"_483":484,"_451":452},[574],"I'll include the changed lines from README and the agent initialization verification code.",{},"a41f6238-7113-4b3f-b373-dfd0eec9e3a1",{"_111":465,"_161":494,"_445":582},{"_453":45,"_454":580},{},[581],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1914, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# nl -ba magi/src/utils/runner.ts | sed\", \"-n '966,1004p'\", \" 966 ];\", \" 967\", \" 968 return await Runner.runStreamedWithTools(\", \" 969 agent,\", \" 970 '',\", \" 971 retryHistory,\", \" 972 handlers,\", \" 973 allowedEvents,\", \" 974 toolCallCount,\", \" 975 communicationManager,\", \" 976 false,\", \" 977 verificationAttempt + 1\", \" 978 );\", \" 979 }\", \" 980 }\", \" 981\", \" 982 return fullResponse;\", \" 983 } catch (error) {\", \" 984 // Handle other errors\", \" 985 console.error(`[Runner] Error in runStreamedWithTools: ${err\", \"or}`);\", \" 986 // Consider wrapping non-signal errors if needed, or just re\", \"-throw\", \" 987 throw error; // Re-throw other errors\", \" 988 }\", \" 989 }\", \" 990\", \" 991 /**\", \" 992 * Runs a sequence of agents where each agent can pass data to the n\", \"ext agent in the chain.\", \" 993 * The sequence continues until either all agents have run, a failur\", \"e occurs, or the maximum\", \" 994 * retry count is reached for any stage.\", \" 995 *\", \" 996 * @param agentSequence An object mapping stage names to agent facto\", \"ry functions\", \" 997 * @param input The initial input to the first agent\", \" 998 * @param maxRetries Maximum number of retries per stage before givi\", \"ng up\", \" 999 * @param maxTotalRetries Maximum total retries across all stages be\", \"fore giving up\", \" 1000 * @returns The final response from the last successful agent in the\", \" chain\", \" 1001 */\", \" 1002 static async runSequential(\", \" 1003 agentSequence: RunnerConfig,\", \" 1004 input: string,\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"6927c3\"}",{},"c76c3369-4a94-4136-b2bc-f40cd2bf1246",{"_111":108,"_161":-5,"_445":588},{"_453":473,"_228":474,"_475":-5,"_45":587},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/runner.ts | sed -n '966,1004p'\\n\"}",{},"521be705-de73-4794-bb66-95251242d5c9",{"_111":465,"_161":494,"_445":595},{"_453":45,"_454":593},{},[594],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1869, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# nl -ba magi/src/utils/runner.ts | sed\", \"-n '930,966p'\", \" 930 // If force_json is true, we could retry here\", \" 931 if (agent.modelSettings?.force_json) {\", \" 932 console.warn(\", \" 933 \\\"[Runner] force_json is true but couldn't ge\", \"t valid JSON. Consider implementing retry logic.\\\"\", \" 934 );\", \" 935 }\", \" 936 }\", \" 937 }\", \" 938\", \" 939 agent.model = undefined; // Allow a new model to be selected\", \" for the next run\", \" 940\", \" 941 // ── post-run verification ────────────────────────────────\", \"──────────────\", \" 942 if (!skipVerifier && agent.verifier) {\", \" 943 const vResult = await Runner.verifyRun(\", \" 944 agent.verifier,\", \" 945 fullResponse,\", \" 946 conversationHistory,\", \" 947 handlers,\", \" 948 allowedEvents\", \" 949 );\", \" 950\", \" 951 if (\", \" 952 vResult.status === 'fail' &&\", \" 953 verificationAttempt < agent.maxVerificationAttempts\", \" 954 ) {\", \" 955 console.warn(\", \" 956 `[Runner] verifier failed: ${vResult.reason ?? '\", \"(no reason)'}`\", \" 957 );\", \" 958 const retryHistory: ResponseInput = [\", \" 959 ...conversationHistory,\", \" 960 { type: 'message', role: 'assistant', content: f\", \"ullResponse },\", \" 961 {\", \" 962 type: 'message',\", \" 963 role: 'developer',\", \" 964 content: `Verifier feedback:\\\\n${vResult.reas\", \"on ?? '(none)'}`,\", \" 965 },\", \" 966 ];\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b1dd41\"}",{},"3979dd1c-6d93-4380-bee8-3181005f20ec",{"_111":108,"_161":-5,"_445":601},{"_453":473,"_228":474,"_475":-5,"_45":600},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/runner.ts | sed -n '930,966p'\\n\"}",{},"eaa2df60-3472-4d69-a3f1-f2c03c87281e",{"_111":108,"_161":-5,"_445":608},{"_453":45,"_454":606},{"_482":57,"_483":484,"_451":452},[607],"I'll grab a snippet related to the verification integration now.",{},"be54760d-4e92-4e89-b0f2-a5d351237bd1",{"_111":465,"_161":494,"_445":615},{"_453":45,"_454":613},{},[614],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1809, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# nl -ba magi/src/utils/runner.ts | sed\", \"-n '458,506p'\", \" 458 * Run a verifier agent against `output` and return its structured r\", \"esult.\", \" 459 * The verifier must return JSON or a plain string that parses into\", \"VerifierResult.\", \" 460 */\", \" 461 static async verifyRun(\", \" 462 verifier: Agent,\", \" 463 output: string,\", \" 464 history: ResponseInput,\", \" 465 handlers: ToolCallHandler,\", \" 466 allowed: StreamEventType[] | null,\", \" 467 ): Promise {\", \" 468 const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifi\", \"er.parent_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUs\", \"er output:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \" 469\", \" 470 const raw = await Runner.runStreamedWithTools(\", \" 471 verifier,\", \" 472 verifyPrompt,\", \" 473 history,\", \" 474 handlers,\", \" 475 allowed,\", \" 476 0,\", \" 477 undefined,\", \" 478 true\", \" 479 );\", \" 480\", \" 481 try {\", \" 482 return typeof raw === 'string' ? JSON.parse(raw.trim()) : JS\", \"ON.parse(String(raw));\", \" 483 } catch {\", \" 484 const txt = raw.toString().trim().toLowerCase();\", \" 485 return txt.startsWith('pass') ? { status: 'pass' } : { statu\", \"s: 'fail', reason: raw as string };\", \" 486 }\", \" 487 }\", \" 488\", \" 489 /**\", \" 490 * Unified function to run an agent with streaming and handle all ev\", \"ents including tool calls\", \" 491 */\", \" 492 static async runStreamedWithTools(\", \" 493 agent: Agent,\", \" 494 input?: string,\", \" 495 conversationHistory: ResponseInput = [],\", \" 496 handlers: ToolCallHandler = {},\", \" 497 allowedEvents: StreamEventType[] | null = null,\", \" 498 toolCallCount = 0, // Track the number of tool call iterations a\", \"cross recursive calls\", \" 499 communicationManager?: any, // Add optional communicationManager\", \" parameter\", \" 500 skipVerifier = false,\", \" 501 verificationAttempt = 0\", \" 502 ): Promise {\", \" 503 let fullResponse = '';\", \" 504 let collectedToolCalls: ToolCall[] = [];\", \" 505 const collectedToolResults: {\", \" 506 id?: string;\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"36cb61\"}",{},"b60972d4-8f3e-4895-a7c9-ccfcb052a8fb",{"_111":108,"_161":-5,"_445":621},{"_453":473,"_228":474,"_475":-5,"_45":620},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/runner.ts | sed -n '458,506p'\\n\"}",{},"b699e526-8668-45da-b193-dc2ce00efc32",{"_111":108,"_161":-5,"_445":628},{"_453":45,"_454":626},{"_482":57,"_483":484,"_451":452},[627],"I'll display a snippet of the code around the verifyRun function for clarity.",{},"d7acd0dc-d25b-48da-8554-19bd6a3de84b",{"_111":465,"_161":494,"_445":635},{"_453":45,"_454":633},{},[634],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1805, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"verifyRun\\\" -n magi/src/utils/\", \"runner.ts\", \"461: static async verifyRun(\", \"943: const vResult = await Runner.verifyRun(\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"07c266\"}",{},"dedf3c21-5756-4f28-8cf3-ab31e7df38d1",{"_111":108,"_161":-5,"_445":641},{"_453":473,"_228":474,"_475":-5,"_45":640},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"verifyRun\\\" -n magi/src/utils/runner.ts\\n\"}",{},"6123fe70-0bfc-482f-b2e8-67ca9e8fee54",{"_111":108,"_161":-5,"_445":648},{"_453":45,"_454":646},{"_482":57,"_483":484,"_451":452},[647],"I'll unlock the lines for verifyRun and the check that was modified.",{},"7731d204-f2e9-4a7a-9925-eee65e92a616",{"_111":465,"_161":494,"_445":655},{"_453":45,"_454":653},{},[654],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1781, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# nl -ba common/shared-types.ts | sed -n\", \" '152,170p'\", \" 152 agent_id?: string;\", \" 153 name: string;\", \" 154 description: string;\", \" 155 instructions: string;\", \" 156 workers?: WorkerFunction[];\", \" 157 tools?: ToolFunction[];\", \" 158 model?: string;\", \" 159 modelClass?: ModelClassID;\", \" 160 modelSettings?: ModelSettings;\", \" 161 maxToolCalls?: number;\", \" 162 maxToolCallRoundsPerTurn?: number; // Maximum number of tool call ro\", \"unds per turn\", \" 163 verifier?: AgentDefinition;\", \" 164 maxVerificationAttempts?: number;\", \" 165 jsonSchema?: object; // JSON schema definition for structured output\", \" 166 historyThread?: ResponseInput | undefined;\", \" 167 cwd?: string; // Working directory for model providers that need a r\", \"eal shell context\", \" 168\", \" 169 onToolCall?: (toolCall: ToolCall) => Promise;\", \" 170 onToolResult?: (toolCall: ToolCall, result: string) => Promise\", \";\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"5903b2\"}",{},"b2e74fa6-1ce0-48a6-ad93-37504d4f6373",{"_111":108,"_161":-5,"_445":661},{"_453":473,"_228":474,"_475":-5,"_45":660},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba common/shared-types.ts | sed -n '152,170p'\\n\"}",{},"9eab7951-1ff2-4c42-804e-5454dce5e94d",{"_111":108,"_161":-5,"_445":668},{"_453":45,"_454":666},{"_482":57,"_483":484,"_451":452},[667],"I'll check out the lines defining the Agent. Time to dive in a bit deeper!",{},"5ac22e79-87c1-4ee9-8152-6bd4d78a9b34",{"_111":465,"_161":494,"_445":675},{"_453":45,"_454":673},{},[674],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1749, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# nl -ba common/shared-types.ts | sed -n\", \" '30,58p'\", \" 30\", \" 31 // Define the Agent interface to avoid circular dependency\", \" 32 export interface AgentInterface {\", \" 33 agent_id: string;\", \" 34 name: string;\", \" 35 description: string;\", \" 36 instructions: string;\", \" 37 parent_id?: string;\", \" 38 workers?: AgentInterface[];\", \" 39 tools?: ToolFunction[];\", \" 40 model?: string;\", \" 41 modelClass?: string;\", \" 42 modelSettings?: ModelSettings;\", \" 43 maxToolCalls?: number;\", \" 44 verifier?: AgentInterface; // Optional verifier agent\", \" 45 onToolCall?: (toolCall: ToolCall) => void;\", \" 46 onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" 47 tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \" 48 export(): AgentExportDefinition;\", \" 49 asTool(): ToolFunction;\", \" 50 }\", \" 51\", \" 52 export interface AgentProcess {\", \" 53 processId: string;\", \" 54 started: Date;\", \" 55 status:\", \" 56 | 'started'\", \" 57 | 'running'\", \" 58 | 'waiting'\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"06190a\"}",{},"9fe5c9fe-6929-4acc-96d1-907bd830687f",{"_111":108,"_161":-5,"_445":681},{"_453":473,"_228":474,"_475":-5,"_45":680},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba common/shared-types.ts | sed -n '30,58p'\\n\"}",{},"fb654235-9ecf-4206-b632-cb229edf677c",{"_111":108,"_161":-5,"_445":688},{"_453":45,"_454":686},{"_482":57,"_483":484,"_451":452},[687],"I'll examine the lines near the interface in `common/shared-types.ts`.",{},"d5b67be1-753a-4696-bdef-7a6402c2f0b1",{"_111":465,"_161":494,"_445":695},{"_453":45,"_454":693},{},[694],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1727, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# nl -ba README.md | sed -n '138,150p'\", \" 138 - **Multi-Provider Support**: Works with OpenAI, Claude, Google Gemini,\", \"and other LLM providers\", \" 139 - **Fallback Mechanism**: Automatically falls back to alternative models\", \" when rate limits are encountered\", \" 140 - **Quota Management**: Tracks usage quotas across providers to optimize\", \" cost\", \" 141 - **Streaming Responses**: Real-time streaming of LLM outputs and tool u\", \"sage\", \" 142 - **Tool Integration**: Agents can use tools like web search, code execu\", \"tion, and browser automation\", \" 143 - **Browser Integration**: Chrome extension allows direct interaction wi\", \"th the web browser\", \" 144 - **Cost Tracking**: Monitors and reports on API usage costs\", \" 145 - **Verifier Agents**: Optional verifier agents can call any tools; fail\", \"ures trigger automatic retries (default 2)\", \" 146\", \" 147 ## Command Line Utilities\", \" 148\", \" 149 - **List Process Output**: `./scripts/list-output.sh`\", \" 150 - **Clear Process Output**: `./scripts/clear-process-output.sh `\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"560c54\"}",{},"0fba7574-09e0-468a-bfd3-d1cf85978f5a",{"_111":108,"_161":-5,"_445":701},{"_453":473,"_228":474,"_475":-5,"_45":700},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba README.md | sed -n '138,150p'\\n\"}",{},"40e83e90-e313-4d66-8c1d-fdba8f4920a3",{"_111":108,"_161":-5,"_445":708},{"_453":45,"_454":706},{"_482":57,"_483":484,"_451":452},[707],"I’ll examine the README lines to confirm changes before finalizing the PR summary.",{},"094323b6-af50-40a7-ba9f-ec8d3863374d",{"_111":465,"_161":494,"_445":715},{"_453":45,"_454":713},{},[714],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1726, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git status --short\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4dc524\"}",{},"561445b7-6c22-4295-a83a-224680ae3f9d",{"_111":108,"_161":-5,"_445":721},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git status --short\\n\"}",{},"2e291cdd-bcec-48ea-97f4-1067c89c5431",{"_111":465,"_161":494,"_445":728},{"_453":45,"_454":726},{},[727],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1722, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git commit -m \\\"fix: align verifier typ\", \"e with Agent implementation\\\" && git status --short\", \"[work 2ba94e4] fix: align verifier type with Agent implementation\", \" 1 file changed, 1 insertion(+), 2 deletions(-)\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"76fecd\"}",{},"91a0a7e1-700c-4570-9658-a7531fedc10b",{"_111":108,"_161":-5,"_445":734},{"_453":473,"_228":474,"_475":-5,"_45":733},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git commit -m \\\"fix: align verifier type with Agent implementation\\\" && git status --short\\n\"}",{},"32c06991-b745-4340-b551-6876be3a44e3",{"_111":465,"_161":494,"_445":741},{"_453":45,"_454":739},{},[740],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1721, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git add common/shared-types.ts\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"114dee\"}",{},"69c9ea57-a6eb-4748-b90d-c63d4fcc7739",{"_111":108,"_161":-5,"_445":747},{"_453":473,"_228":474,"_475":-5,"_45":746},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git add common/shared-types.ts\\n\"}",{},"ae6d6965-3dd4-48ca-a601-8173e84f18b3",{"_111":108,"_161":-5,"_445":754},{"_453":45,"_454":752},{"_482":57,"_483":484,"_451":452},[753],"I'll commit the file with the message \"fix type mismatch for verifier property.\"",{},"28a41300-5130-4ddf-9091-6b9cf26db258",{"_111":465,"_161":494,"_445":761},{"_453":45,"_454":759},{},[760],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1719, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git status --short\", \" M common/shared-types.ts\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"22051e\"}",{},"6971fc5e-901b-4135-a8db-be575b8a3cbd",{"_111":108,"_161":-5,"_445":766},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":472},{},"7947a0b0-f388-47f1-b2f6-9873ad2f633e",{"_111":108,"_161":-5,"_445":773},{"_453":45,"_454":771},{"_482":57,"_483":484,"_451":452},[772],"Tests failed due to missing Docker. I'll patch it and check the git status.",{},"bda0a54f-f0b4-45c3-bf82-aaa65bfe6fef",{"_111":465,"_161":494,"_445":780},{"_453":45,"_454":778},{},[779],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1647, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# cat /tmp/tools.log\", \"\", \"> magi-system@1.0.0 test:tools\", \"> test/run-all-tools.sh\", \"\", \"Running all tool tests from /workspace/magi-system/test/tools\", \"===================================\", \"Found 8 tools to test\", \"\", \"[1/8] Testing execute-command...\", \"Running tool execute-command in quiet mode...\", \"✗ execute-command failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[2/8] Testing file-operations...\", \"Running tool file-operations in quiet mode...\", \"✗ file-operations failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[3/8] Testing hello-world...\", \"Running tool hello-world in quiet mode...\", \"✗ hello-world failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[4/8] Testing llm-agent-tools...\", \"Running tool llm-agent-tools in quiet mode...\", \"✗ llm-agent-tools failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[5/8] Testing memory-operations...\", \"Running tool memory-operations in quiet mode...\", \"✗ memory-operations failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[6/8] Testing sample-custom-tool-with-declarations...\", \"Running tool sample-custom-tool-with-declarations in quiet mode...\", \"✗ sample-custom-tool-with-declarations failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[7/8] Testing tool-types.d...\", \"Running tool tool-types.d in quiet mode...\", \"✗ tool-types.d failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[8/8] Testing web-browser-actions...\", \"Running tool web-browser-actions in quiet mode...\", \"✗ web-browser-actions failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"Test Summary\", \"============\", \"Passed: 0\", \"Failed: 8\", \"Failed tools: execute-command file-operations hello-world llm-agent-tools memory\", \"-operations sample-custom-tool-with-declarations tool-types.d web-browser-action\", \"s\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"80094b\"}",{},"e4b65d19-71cf-4686-9d1d-f073dc6ab739",{"_111":108,"_161":-5,"_445":786},{"_453":473,"_228":474,"_475":-5,"_45":785},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"cat /tmp/tools.log\\n\"}",{},"92c4e4cd-4612-4b51-883e-2b6e85f02e3f",{"_111":108,"_161":-5,"_445":793},{"_453":45,"_454":791},{"_482":57,"_483":484,"_451":452},[792],"I'll take a look at the log to review the details.",{},"bddd45f8-ecf2-40e1-8b6e-03bbcb86d81d",{"_111":465,"_161":494,"_445":800},{"_453":45,"_454":798},{},[799],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1645, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# npm run test:tools >/tmp/tools.log &&\", \"tail -n 20 /tmp/tools.log\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0d3a23\"}",{},"c95cf435-b7d7-41cb-b111-530da6ce8c9b",{"_111":108,"_161":-5,"_445":806},{"_453":473,"_228":474,"_475":-5,"_45":805},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"npm run test:tools >/tmp/tools.log && tail -n 20 /tmp/tools.log\\n\", \"yield_time_ms\": 1000}",{},"38e1f0f0-bc3a-4649-9ba7-9bdab8b9eb8a",{"_111":108,"_161":-5,"_445":813},{"_453":45,"_454":811},{"_482":57,"_483":484,"_451":452},[812],"Looks like @eslint/js is still missing. I'll try running `npm run test:tools`.",{},"c7419651-d44d-40dd-a79d-d351d95995ca",{"_111":465,"_161":494,"_445":820},{"_453":45,"_454":818},{},[819],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1625, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# npm run lint:fix >/tmp/lint.log && tai\", \"l -n 20 /tmp/lint.log\", \"\", \"Oops! Something went wrong! :(\", \"\", \"ESLint: 9.26.0\", \"\", \"Error [ERR_MODULE_NOT_FOUND]: Cannot find package '@eslint/js' imported from /wo\", \"rkspace/magi-system/eslint.config.js\", \" at Object.getPackageJSONURL (node:internal/modules/package_json_reader:268:9\", \")\", \" at packageResolve (node:internal/modules/esm/resolve:768:81)\", \" at moduleResolve (node:internal/modules/esm/resolve:854:18)\", \" at defaultResolve (node:internal/modules/esm/resolve:984:11)\", \" at ModuleLoader.defaultResolve (node:internal/modules/esm/loader:780:12)\", \" at #cachedDefaultResolve (node:internal/modules/esm/loader:704:25)\", \" at ModuleLoader.resolve (node:internal/modules/esm/loader:687:38)\", \" at ModuleLoader.getModuleJobForImport (node:internal/modules/esm/loader:305:\", \"38)\", \" at ModuleJob._link (node:internal/modules/esm/module_job:137:49)\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ede8e0\"}",{},"570c4556-0144-431e-8b88-b45456d31190",{"_111":108,"_161":-5,"_445":826},{"_453":473,"_228":474,"_475":-5,"_45":825},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"npm run lint:fix >/tmp/lint.log && tail -n 20 /tmp/lint.log\\n\", \"yield_time_ms\": 1000}",{},"33977c85-6290-4caf-a884-ffe1d9343f3d",{"_111":108,"_161":-5,"_445":833},{"_453":45,"_454":831},{"_482":57,"_483":484,"_451":452},[832],"The comment about a `type` script is incorrect. I'll proceed with lint and tests.",{},"89493bc2-5bbc-4420-a207-ed06ed771aa1",{"_111":465,"_161":494,"_445":840},{"_453":45,"_454":838},{},[839],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1590, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# jq '.scripts' package.json\", \"{\", \" \\\"postinstall\\\": \\\"cd controller && npm install && cd ../magi && npm install\\\",\", \" \\\"build\\\": \\\"npm run build:host && npm run build:docker\\\",\", \" \\\"build:docker\\\": \\\"docker compose build controller magi-base\\\",\", \" \\\"build:host\\\": \\\"npx tsc -p host\\\",\", \" \\\"dev\\\": \\\"npm run build:host && npm run browser:start && npm run build:docker &&\", \" docker compose up\\\",\", \" \\\"browser:start\\\": \\\"node host/dist/browser/browser-control.js start\\\",\", \" \\\"browser:kill\\\": \\\"node host/dist/browser/browser-control.js kill\\\",\", \" \\\"browser:status\\\": \\\"node host/dist/browser/browser-control.js status\\\",\", \" \\\"browser:toggle\\\": \\\"node host/dist/browser/browser-control.js toggle\\\",\", \" \\\"browser:clone-profile\\\": \\\"node host/dist/browser/browser-control.js clone-prof\", \"ile\\\",\", \" \\\"browser:test-connection\\\": \\\"node host/dist/browser/test-cdp-connection.js\\\",\", \" \\\"format\\\": \\\"prettier --write .\\\",\", \" \\\"format:check\\\": \\\"prettier --check .\\\",\", \" \\\"lint\\\": \\\"eslint 'controller/src/**/*.{ts,tsx}' 'magi/src/**/*.{ts,tsx}' 'host/\", \"**/*.{ts,tsx}'\\\",\", \" \\\"lint:fix\\\": \\\"eslint 'controller/src/**/*.{ts,tsx}' 'magi/src/**/*.{ts,tsx}' 'h\", \"ost/**/*.{ts,tsx}' --fix\\\",\", \" \\\"setup\\\": \\\"node host/setup.js\\\",\", \" \\\"setup:claude\\\": \\\"node host/dist/setup/claude_setup.js\\\",\", \" \\\"test\\\": \\\"vitest run\\\",\", \" \\\"test:watch\\\": \\\"vitest\\\",\", \" \\\"test:ui\\\": \\\"vitest --ui\\\",\", \" \\\"test:coverage\\\": \\\"vitest run --coverage\\\",\", \" \\\"test:e2e\\\": \\\"cd test/playwright && npx playwright test\\\",\", \" \\\"test:e2e:ui\\\": \\\"cd test/playwright && npx playwright test --ui\\\",\", \" \\\"test:e2e:install\\\": \\\"cd test/playwright && npm install && npx playwright insta\", \"ll\\\",\", \" \\\"test:tool\\\": \\\"test/run-tool-docker.sh\\\",\", \" \\\"test:tools\\\": \\\"test/run-all-tools.sh\\\",\", \" \\\"test:js-tools\\\": \\\"test/run-js-tools.sh\\\"\", \"}\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f25592\"}",{},"9810692f-994e-42b7-8bcc-3c28b93807d1",{"_111":108,"_161":-5,"_445":846},{"_453":473,"_228":474,"_475":-5,"_45":845},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"jq '.scripts' package.json\\n\"}",{},"ca190c2e-eef5-48f6-a717-1d8ba330343a",{"_111":465,"_161":494,"_445":853},{"_453":45,"_454":851},{},[852],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1582, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"types\\\" -n package.json\", \"44: \\\"@types/node\\\": \\\"^22.14.0\\\",\", \"45: \\\"@types/ws\\\": \\\"^8.18.1\\\",\", \"46: \\\"@typescript-eslint/eslint-plugin\\\": \\\"^7.0.0\\\",\", \"47: \\\"@typescript-eslint/parser\\\": \\\"^7.0.0\\\",\", \"58: \\\"typescript\\\": \\\"^5.8.2\\\",\", \"59: \\\"typescript-eslint\\\": \\\"^7.0.0\\\",\", \"64: \\\"@types/pg\\\": \\\"^8.11.14\\\",\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e57850\"}",{},"5ecf76d0-dc82-41e4-960c-46ac7f3b3b7e",{"_111":108,"_161":-5,"_445":859},{"_453":473,"_228":474,"_475":-5,"_45":858},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"types\\\" -n package.json\\n\"}",{},"551ec842-5424-4af0-827d-514574ae9137",{"_111":108,"_161":-5,"_445":866},{"_453":45,"_454":864},{"_482":57,"_483":484,"_451":452},[865],"It looks like the \"type\" script is missing. I'll check for \"types\" instead.",{},"cbb5291f-c4b3-40ec-8252-235f899711b5",{"_111":465,"_161":494,"_445":873},{"_453":45,"_454":871},{},[872],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1574, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# npm run type >/tmp/type.log && tail -n\", \" 20 /tmp/type.log\", \"npm error Missing script: \\\"type\\\"\", \"npm error\", \"npm error To see a list of scripts, run:\", \"npm error npm run\", \"npm error A complete log of this run can be found in: /root/.npm/_logs/2025-05-1\", \"8T10_38_15_254Z-debug-0.log\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"88a07c\"}",{},"7b87f0a7-e5f0-4a7a-8c5a-8c0def0c0b5f",{"_111":108,"_161":-5,"_445":879},{"_453":473,"_228":474,"_475":-5,"_45":878},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"npm run type >/tmp/type.log && tail -n 20 /tmp/type.log\\n\", \"yield_time_ms\": 1000}",{},"757ed0b3-5898-453e-9234-76790cddc587",{"_111":108,"_161":-5,"_445":886},{"_453":45,"_454":884},{"_482":57,"_483":484,"_451":452},[885],"I switched property types but now need to confirm mismatched types are handled correctly.\n\nI'll run `npm run type` to confirm there are no type errors before proceeding.",{},"01564cbd-966f-4d5e-a7d4-b9a8ce92a39f",{"_111":465,"_161":494,"_445":893},{"_453":45,"_454":891},{},[892],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1567, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -R \\\"maxVerificationAttempts\\\" -n\", \"common/shared-types.ts:164: maxVerificationAttempts?: number;\", \"magi/src/utils/runner.ts:953: verificationAttempt < agent.max\", \"VerificationAttempts\", \"magi/src/utils/agent.ts:90: maxVerificationAttempts: number;\", \"magi/src/utils/agent.ts:136: this.maxVerificationAttempts = definition.ma\", \"xVerificationAttempts ?? 2;\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"929cb8\"}",{},"5c369c1e-2c42-4d06-9c5e-6ccb7c9577cc",{"_111":108,"_161":-5,"_445":899},{"_453":473,"_228":474,"_475":-5,"_45":898},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"maxVerificationAttempts\\\" -n\\n\"}",{},"310a20ca-275d-4f89-8cb7-ff9d311836fd",{"_111":108,"_161":-5,"_445":906},{"_453":45,"_454":904},{"_482":57,"_483":484,"_451":452},[905],"I changed the interface and need to ensure no type mismatches with `maxVerificationAttempts`.",{},"cd09cd3d-7af5-424d-9c05-29388cf8169b",{"_111":465,"_161":494,"_445":913},{"_453":45,"_454":911},{},[912],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1544, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '152,170p' common/shared-types.\", \"ts\", \" agent_id?: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" workers?: WorkerFunction[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" verifier?: AgentDefinition;\", \" maxVerificationAttempts?: number;\", \" jsonSchema?: object; // JSON schema definition for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for model providers that need a real shel\", \"l context\", \"\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \" onToolResult?: (toolCall: ToolCall, result: string) => Promise;\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ef0165\"}",{},"1f69fb6a-4026-4590-9bb0-ad287dfa701a",{"_111":108,"_161":-5,"_445":919},{"_453":473,"_228":474,"_475":-5,"_45":918},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '152,170p' common/shared-types.ts\\n\"}",{},"d406782c-3e3a-4c1c-bc4f-d4c7e5b647b7",{"_111":108,"_161":-5,"_445":926},{"_453":45,"_454":924},{"_482":57,"_483":484,"_451":452},[925],"I’ll take a look at the lines around that change.",{},"dc4900c6-dcd4-4ef1-b9a6-bd7eb1c6ac23",{"_111":465,"_161":494,"_445":933},{"_453":45,"_454":931},{},[932],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1541, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"maxVerificationAttempts\\\" -n c\", \"ommon/shared-types.ts\", \"164: maxVerificationAttempts?: number;\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"35fc6a\"}",{},"f17f95b6-dcc8-48a3-8f62-18fdd11f9cad",{"_111":108,"_161":-5,"_445":939},{"_453":473,"_228":474,"_475":-5,"_45":938},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"maxVerificationAttempts\\\" -n common/shared-types.ts\\n\"}",{},"6afbac5e-8ef0-496f-a78f-7bffe3fc7928",{"_111":108,"_161":-5,"_445":946},{"_453":45,"_454":944},{"_482":57,"_483":484,"_451":452},[945],"I updated the interface, ensuring no circular references. Keeping `maxVerificationAttempts` in `AgentDefinition`.",{},"a79c941d-0357-4794-b447-5a611b22db64",{"_111":465,"_161":494,"_445":953},{"_453":45,"_454":951},{},[952],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1514, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '32,56p' common/shared-types.ts\", \"export interface AgentInterface {\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: AgentInterface[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: string;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" verifier?: AgentInterface; // Optional verifier agent\", \" onToolCall?: (toolCall: ToolCall) => void;\", \" onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \" export(): AgentExportDefinition;\", \" asTool(): ToolFunction;\", \"}\", \"\", \"export interface AgentProcess {\", \" processId: string;\", \" started: Date;\", \" status:\", \" | 'started'\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2b6b23\"}",{},"53b3a5df-d0d1-40c3-a8ef-1bfa869ea083",{"_111":108,"_161":-5,"_445":959},{"_453":473,"_228":474,"_475":-5,"_45":958},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '32,56p' common/shared-types.ts\\n\"}",{},"54018f5d-6131-4f3f-91d8-8ee8316fde49",{"_111":108,"_161":-5,"_445":966},{"_453":45,"_454":964},{"_482":57,"_483":484,"_451":452},[965],"I'll check the diff around those lines to confirm the patch applied correctly.",{},"0f05d10a-c54e-4e4f-9f11-20fbaab0be56",{"_111":465,"_161":494,"_445":973},{"_453":45,"_454":971},{},[972],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1503, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: common/shared-types.ts\", \"> @@\", \"> - verifier?: AgentDefinition; // Optional verifier agent\", \"> - maxVerificationAttempts?: number; // Number of retries allowed\", \"> + verifier?: AgentInterface; // Optional verifier agent\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M common/shared-types.ts\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"119617\"}",{},"ec6fb3e2-c5c0-4ee2-a9fd-7066eae81276",{"_111":108,"_161":-5,"_445":979},{"_453":473,"_228":474,"_475":-5,"_45":978},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: common/shared-types.ts\\n@@\\n- verifier?: AgentDefinition; // Optional verifier agent\\n- maxVerificationAttempts?: number; // Number of retries allowed\\n+ verifier?: AgentInterface; // Optional verifier agent\\n*** End Patch\\nPATCH\\n\"}",{},"6c56a554-5ba8-404c-ad2b-47539bc22151",{"_111":108,"_161":-5,"_445":986},{"_453":45,"_454":984},{"_482":57,"_483":484,"_451":452},[985],"I'll change `verifier?: AgentDefinition` to `verifier?: AgentInterface` and remove `maxVerificationAttempts`.",{},"b7541571-3227-4115-a335-80d0f2a4be1a",{"_111":465,"_161":494,"_445":993},{"_453":45,"_454":991},{},[992],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1476, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '32,56p' common/shared-types.ts\", \"export interface AgentInterface {\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: AgentInterface[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: string;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" verifier?: AgentDefinition; // Optional verifier agent\", \" maxVerificationAttempts?: number; // Number of retries allowed\", \" onToolCall?: (toolCall: ToolCall) => void;\", \" onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \" export(): AgentExportDefinition;\", \" asTool(): ToolFunction;\", \"}\", \"\", \"export interface AgentProcess {\", \" processId: string;\", \" started: Date;\", \" status:\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ffebc5\"}",{},"971ead19-06a6-442a-b1d1-8c25b0895b05",{"_111":108,"_161":-5,"_445":998},{"_453":473,"_228":474,"_475":-5,"_45":958},{"_451":472},{},"9bc2fecf-cc8c-4364-b28e-55a5ff1ad35d",{"_111":108,"_161":-5,"_445":1005},{"_453":45,"_454":1003},{"_482":57,"_483":484,"_451":452},[1004],"I'll edit `common/shared-types.ts` and the interface. Testing will be attempted after modifications.",{},"bdb09776-4706-487a-9568-e52c9200dd47",{"_111":465,"_161":494,"_445":1012},{"_453":45,"_454":1010},{},[1011],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1473, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"Verifier Agents\\\" -n README.md\", \"145:- **Verifier Agents**: Optional verifier agents can call any tools; failures\", \" trigger automatic retries (default 2)\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"fc6621\"}",{},"2e0279f1-2a22-4b93-b186-258765d73bc7",{"_111":108,"_161":-5,"_445":1018},{"_453":473,"_228":474,"_475":-5,"_45":1017},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"Verifier Agents\\\" -n README.md\\n\"}",{},"3bdf1605-9dc9-40a9-a0fb-fabf3bb459a1",{"_111":108,"_161":-5,"_445":1025},{"_453":45,"_454":1023},{"_482":57,"_483":484,"_451":452},[1024],"I'll confirm 'maxVerificationAttempts' remains defined and check if the new `VerifierResult` interface exists.",{},"097e2caa-1f49-4590-994e-7b56ef98df0a",{"_111":465,"_161":494,"_445":1032},{"_453":45,"_454":1030},{},[1031],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1472, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git show HEAD~0 | sed -n '480,960p'\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"51a4bf\"}",{},"b672b81c-c4c0-4f2d-af8c-c3d76c776d80",{"_111":108,"_161":-5,"_445":1038},{"_453":473,"_228":474,"_475":-5,"_45":1037},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~0 | sed -n '480,960p'\\n\"}",{},"18ffb698-b297-4a3a-b775-b3c3c74ad617",{"_111":465,"_161":494,"_445":1045},{"_453":45,"_454":1043},{},[1044],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1370, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git show HEAD~0 | sed -n '240,480p'\", \"+ output: string,\", \"+ history: ResponseInput,\", \"+ handlers: ToolCallHandler,\", \"+ allowed: StreamEventType[] | null,\", \"+ ): Promise {\", \"+ const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.pare\", \"nt_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser outp\", \"ut:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \"+\", \"+ const raw = await Runner.runStreamedWithTools(\", \"+ verifier,\", \"+ verifyPrompt,\", \"+ history,\", \"+ handlers,\", \"+ allowed,\", \"+ 0,\", \"+ undefined,\", \"+ true\", \"+ );\", \"+\", \"+ try {\", \"+ return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.pars\", \"e(String(raw));\", \"+ } catch {\", \"+ const txt = raw.toString().trim().toLowerCase();\", \"+ return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fai\", \"l', reason: raw as string };\", \"+ }\", \"+ }\", \"+\", \" /**\", \" * Unified function to run an agent with streaming and handle all events in\", \"cluding tool calls\", \" */\", \"@@ -463,7 +496,9 @@ export class Runner {\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across r\", \"ecursive calls\", \"- communicationManager?: any // Add optional communicationManager paramet\", \"er\", \"+ communicationManager?: any, // Add optional communicationManager parame\", \"ter\", \"+ skipVerifier = false,\", \"+ verificationAttempt = 0\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \"@@ -903,6 +938,47 @@ export class Runner {\", \"\", \" agent.model = undefined; // Allow a new model to be selected for th\", \"e next run\", \"\", \"+ // ── post-run verification ───────────────────────────────────────\", \"───────\", \"+ if (!skipVerifier && agent.verifier) {\", \"+ const vResult = await Runner.verifyRun(\", \"+ agent.verifier,\", \"+ fullResponse,\", \"+ conversationHistory,\", \"+ handlers,\", \"+ allowedEvents\", \"+ );\", \"+\", \"+ if (\", \"+ vResult.status === 'fail' &&\", \"+ verificationAttempt < agent.maxVerificationAttempts\", \"+ ) {\", \"+ console.warn(\", \"+ `[Runner] verifier failed: ${vResult.reason ?? '(no rea\", \"son)'}`\", \"+ );\", \"+ const retryHistory: ResponseInput = [\", \"+ ...conversationHistory,\", \"+ { type: 'message', role: 'assistant', content: fullResp\", \"onse },\", \"+ {\", \"+ type: 'message',\", \"+ role: 'developer',\", \"+ content: `Verifier feedback:\\\\n${vResult.reason ?? '\", \"(none)'}`,\", \"+ },\", \"+ ];\", \"+\", \"+ return await Runner.runStreamedWithTools(\", \"+ agent,\", \"+ '',\", \"+ retryHistory,\", \"+ handlers,\", \"+ allowedEvents,\", \"+ toolCallCount,\", \"+ communicationManager,\", \"+ false,\", \"+ verificationAttempt + 1\", \"+ );\", \"+ }\", \"+ }\", \"+\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1f2a5d\"}",{},"366e4f05-434a-4a6e-a394-df899cfa9ff3",{"_111":108,"_161":-5,"_445":1051},{"_453":473,"_228":474,"_475":-5,"_45":1050},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~0 | sed -n '240,480p'\\n\"}",{},"85395707-d4ef-4edc-b9fe-1cb251bed793",{"_111":465,"_161":494,"_445":1058},{"_453":45,"_454":1056},{},[1057],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1240, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git show HEAD~0 | sed -n '120,240p'\", \"- // Set up handlers for the unified streaming function\", \"- const handlers = {\", \"- onToolCall: (toolCall: ToolCall) => {\", \"- console.log(`${agent.name} intercepted tool call:`, toolCall);\", \"- toolCalls.push(toolCall);\", \"- },\", \"- onToolResult: (toolCall: ToolCall, result: string) => {\", \"- try {\", \"- console.log(\", \"- `${agent.name} intercepted tool result:`,\", \"- truncateLargeValues(result)\", \"- );\", \"- if (result) {\", \"- const resultString =\", \"- typeof result === 'string'\", \"- ? result\", \"- : JSON.stringify(result, null, 2);\", \"-\", \"- // Store results so we can include them in the response\", \" if needed\", \"- toolResultsToInclude += resultString + '\\\\n';\", \"- console.log(\", \"- `${agent.name} captured tool result: ${resultString\", \".substring(0, 100)}...`\", \"- );\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing intercepted tool result in ${agent.na\", \"me}:`,\", \"- err\", \"- );\", \"- }\", \"- },\", \"- onEvent: (event: StreamingEvent) => {\", \"- // Capture tool results from tool_done events\", \"- if (event.type === 'tool_done') {\", \"- try {\", \"- const toolEvent = event as ToolEvent;\", \"- const results = toolEvent.results;\", \"- if (results) {\", \"- const resultString =\", \"- typeof results === 'string'\", \"- ? results\", \"- : JSON.stringify(results, null, 2);\", \"-\", \"- // Only add to results if it's not already included\", \"- if (\", \"- !toolResultsToInclude.includes(\", \"- resultString.substring(\", \"- 0,\", \"- Math.min(50, resultString.length)\", \"- )\", \"- )\", \"- ) {\", \"- toolResultsToInclude += resultString + '\\\\n';\", \"- console.log(\", \"- `${agent.name} captured tool result from st\", \"ream: ${resultString.substring(0, 100)}...`\", \"- );\", \"- }\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing tool result in ${agent.name}:`,\", \"- err\", \"- );\", \"- }\", \"- }\", \"- },\", \"- };\", \"-\", \"- // Run the agent with the unified function\", \"- let response = await Runner.runStreamedWithTools(\", \"- agent,\", \"- prompt,\", \"- messages,\", \"- handlers\", \"- );\", \"-\", \"- // If we have a response but it doesn't seem to include tool results, a\", \"ppend them\", \"- if (\", \"- response &&\", \"- toolResultsToInclude &&\", \"- !response.includes(\", \"- toolResultsToInclude.substring(\", \"- 0,\", \"- Math.min(50, toolResultsToInclude.length)\", \"- )\", \"- )\", \"- ) {\", \"- // Only append if the tool results aren't already reflected in the\", \"response\", \"- console.log(`${agent.name} appending tool results to response`);\", \"- response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \"- }\", \"-\", \"- console.log(`${agent.name} final response: ${response}`);\", \"- return response || `No response from ${agent.name.toLowerCase()}`;\", \"+ return await Runner.runStreamedWithTools(agent, prompt, messages, handl\", \"ers);\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \"diff --git a/magi/src/utils/runner.ts b/magi/src/utils/runner.ts\", \"index 5a5d22c..513e3d1 100644\", \"--- a/magi/src/utils/runner.ts\", \"+++ b/magi/src/utils/runner.ts\", \"@@ -21,6 +21,7 @@ import type {\", \" StreamEventType,\", \" ErrorEvent,\", \" ResponseOutputMessage,\", \"+ VerifierResult,\", \" } from '../types/shared-types.js';\", \" import { Agent } from './agent.js';\", \" import { getModelProvider } from '../model_providers/model_provider.js';\", \"@@ -453,6 +454,38 @@ export class Runner {\", \" };\", \" } // End of runStreamed\", \"\", \"+ /**\", \"+ * Run a verifier agent against `output` and return its structured result.\", \"+ * The verifier must return JSON or a plain string that parses into Verifie\", \"rResult.\", \"+ */\", \"+ static async verifyRun(\", \"+ verifier: Agent,\", \"+ output: string,\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7b5292\"}",{},"00e4e2b6-d9e2-4298-b389-cd31e231a917",{"_111":108,"_161":-5,"_445":1064},{"_453":473,"_228":474,"_475":-5,"_45":1063},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~0 | sed -n '120,240p'\\n\"}",{},"75835701-d5fb-4550-a896-419229202727",{"_111":465,"_161":494,"_445":1071},{"_453":45,"_454":1069},{},[1070],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1151, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git show HEAD~0 | sed -n '40,120p'\", \"+\", \" /**\", \" * Definition of an agent with model and tool settings\", \" */\", \"@@ -154,6 +161,8 @@ export interface AgentDefinition {\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds pe\", \"r turn\", \"+ verifier?: AgentDefinition;\", \"+ maxVerificationAttempts?: number;\", \" jsonSchema?: object; // JSON schema definition for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for model providers that need a real she\", \"ll context\", \"diff --git a/magi/src/utils/agent.ts b/magi/src/utils/agent.ts\", \"index 215db88..11ec3bd 100644\", \"--- a/magi/src/utils/agent.ts\", \"+++ b/magi/src/utils/agent.ts\", \"@@ -9,10 +9,8 @@ import {\", \" AgentDefinition,\", \" ModelSettings,\", \" AgentExportDefinition,\", \"- ToolEvent,\", \" ToolFunction,\", \" WorkerFunction,\", \"- StreamingEvent,\", \" ResponseInput,\", \" AgentInterface,\", \" ToolCall,\", \"@@ -26,7 +24,7 @@ import { v4 as uuid } from 'uuid';\", \" // Import removed to fix lint error\", \" import { Runner } from './runner.js';\", \" import { ModelClassID } from '../model_providers/model_data.js';\", \"-import { truncateLargeValues } from './file_utils.js';\", \"+\", \" import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"\", \" /**\", \"@@ -88,6 +86,8 @@ export class Agent implements AgentInterface {\", \" intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \" maxToolCalls: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds pe\", \"r turn\", \"+ verifier?: Agent;\", \"+ maxVerificationAttempts: number;\", \" args: any;\", \" jsonSchema?: object; // JSON schema for structured output\", \" historyThread?: ResponseInput | undefined;\", \"@@ -133,10 +133,16 @@ export class Agent implements AgentInterface {\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \" not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \" No default, undefined means no limit\", \"+ this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers tha\", \"t need a real shell\", \"\", \"+ if (definition.verifier) {\", \"+ this.verifier = new Agent({ ...definition.verifier, verifier: undef\", \"ined });\", \"+ this.verifier.parent_id = this.agent_id;\", \"+ }\", \"+\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \"@@ -487,109 +493,13 @@ async function runAgentTool(\", \" }\", \"\", \" const messages: ResponseInput = [];\", \"- let toolResultsToInclude = '';\", \"- const toolCalls: any[] = [];\", \"+ const handlers = {\", \"+ onToolCall: agent.onToolCall,\", \"+ onToolResult: agent.onToolResult,\", \"+ };\", \"\", \" try {\", \"- console.log(\", \"- `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \"- prompt\", \"- );\", \"-\", \"- // Set up handlers for the unified streaming function\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ccdf27\"}",{},"f6b4b7b8-eb5f-4cd6-a09f-6f46501c7cd6",{"_111":108,"_161":-5,"_445":1077},{"_453":473,"_228":474,"_475":-5,"_45":1076},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~0 | sed -n '40,120p'\\n\"}",{},"352b0638-0e64-4449-b0c6-a6840c1d43a2",{"_111":465,"_161":494,"_445":1084},{"_453":45,"_454":1082},{},[1083],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1106, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git show HEAD~0 | head -n 40\", \"commit b225eb6a45d9b23f6d24a45ae9f642da2fe1955f\", \"Author: Codex \", \"Date: Sun May 18 10:37:13 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \"diff --git a/README.md b/README.md\", \"index 616a354..165aa3f 100644\", \"--- a/README.md\", \"+++ b/README.md\", \"@@ -142,6 +142,7 @@ docker-compose.yml\", \" - **Tool Integration**: Agents can use tools like web search, code execution, a\", \"nd browser automation\", \" - **Browser Integration**: Chrome extension allows direct interaction with the\", \"web browser\", \" - **Cost Tracking**: Monitors and reports on API usage costs\", \"+- **Verifier Agents**: Optional verifier agents can call any tools; failures tr\", \"igger automatic retries (default 2)\", \"\", \" ## Command Line Utilities\", \"\", \"diff --git a/common/shared-types.ts b/common/shared-types.ts\", \"index e402727..f1046fa 100644\", \"--- a/common/shared-types.ts\", \"+++ b/common/shared-types.ts\", \"@@ -41,6 +41,8 @@ export interface AgentInterface {\", \" modelClass?: string;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \"+ verifier?: AgentDefinition; // Optional verifier agent\", \"+ maxVerificationAttempts?: number; // Number of retries allowed\", \" onToolCall?: (toolCall: ToolCall) => void;\", \" onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \"@@ -139,6 +141,11 @@ export type ToolParameterMap = {\", \" | ToolParameter;\", \" };\", \"\", \"+export interface VerifierResult {\", \"+ status: 'pass' | 'fail';\", \"+ reason?: string;\", \"+}\", \"+\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7cae61\"}",{},"69a5b49b-1ec5-4707-8e4b-99a771dca343",{"_111":108,"_161":-5,"_445":1090},{"_453":473,"_228":474,"_475":-5,"_45":1089},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~0 | head -n 40\\n\"}",{},"64314289-ddc4-4197-b4cf-979189896b77",{"_111":108,"_161":-5,"_445":1097},{"_453":45,"_454":1095},{"_482":57,"_483":484,"_451":452},[1096],"I'm reviewing the diff of the last commit to see the changes made.",{},"b1a8a768-33a8-447b-863c-5efb7f07f70e",{"_111":465,"_161":494,"_445":1104},{"_453":45,"_454":1102},{},[1103],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1103, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git show -s --format=%B HEAD\", \"Applying previous commit.\", \"\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"d75a82\"}",{},"e74d9009-fc6d-4456-8df3-dd2221b785cc",{"_111":108,"_161":-5,"_445":1110},{"_453":473,"_228":474,"_475":-5,"_45":1109},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show -s --format=%B HEAD\\n\"}",{},"bd2b2fc9-709d-4381-8644-78e1961d52ca",{"_111":108,"_161":-5,"_445":1117},{"_453":45,"_454":1115},{"_482":57,"_483":484,"_451":452},[1116],"I'll review the diff to identify modifications around the interface.",{},"e4957424-9b86-481c-be61-916f92fcd943",{"_111":465,"_161":494,"_445":1124},{"_453":45,"_454":1122},{},[1123],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1091, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git show --stat\", \"commit b225eb6a45d9b23f6d24a45ae9f642da2fe1955f (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:37:13 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c07761\"}",{},"d94e3498-7fc5-4912-a2a5-4d452b39f70a",{"_111":108,"_161":-5,"_445":1130},{"_453":473,"_228":474,"_475":-5,"_45":1129},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show --stat\\n\"}",{},"175ce75d-5ec8-444e-81a1-523513f56650",{"_111":108,"_161":-5,"_445":1137},{"_453":45,"_454":1135},{"_482":57,"_483":484,"_451":452},[1136],"I see the mismatch between `verifier` types. I'll update the interface and remove redundancy.",{},"6574aa2c-0e21-4bb1-98fa-d1f888560c2c",{"_111":465,"_161":494,"_445":1144},{"_453":45,"_454":1142},{},[1143],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 909, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '160,320p' magi/src/utils/agent\", \".ts\", \" this.modelSettings.json_schema = this.jsonSchema;\", \" }\", \"\", \" if (definition.workers) {\", \" this.workers = definition.workers.map(\", \" (createAgentFn: WorkerFunction) => {\", \" // Call the function with no arguments or adjust based on wh\", \"at ExecutableFunction expects\", \" const agent = createAgentFn() as Agent;\", \" agent.parent_id = this.agent_id;\", \" return agent;\", \" }\", \" );\", \" this.tools = this.tools.concat(\", \" this.workers.map((worker: Agent) => worker.asTool())\", \" );\", \" }\", \" }\", \"\", \" /**\", \" * Create a tool from this agent that can be used by other agents\", \" */\", \" asTool(): ToolFunction {\", \" let description = `An agent called ${this.name}.\\\\n\\\\n${this.description}`\", \";\", \" if (this.tools) {\", \" description += `\\\\n\\\\n${this.name} has access to the following tools:\\\\\", \"n`;\", \" this.tools.forEach(tool => {\", \" description += `- ${tool.definition.function.name}\\\\n`;\", \" });\", \" description +=\", \" '\\\\nUse this as a guide when to call the agent, but let the agent\", \" decide which tools to use.';\", \" }\", \" return createToolFunction(\", \" async (...args: any[]) => {\", \" // Create a copy of the agent for this particular tool run with\", \"a unique ID\", \" const agent = cloneAgent(this);\", \" agent.agent_id = uuid();\", \"\", \" if (agent.processParams) {\", \" let paramsObj: Record;\", \"\", \" // Handle single object argument vs positional arguments\", \" if (\", \" args.length === 1 &&\", \" typeof args[0] === 'object' &&\", \" args[0] !== null\", \" ) {\", \" // Already using named parameters\", \" paramsObj = args[0] as Record;\", \" } else {\", \" // Convert positional arguments to named parameters base\", \"d on agent.params keys\", \" paramsObj = {};\", \" const paramKeys = Object.keys(agent.params || {});\", \" paramKeys.forEach((key, idx) => {\", \" if (idx < args.length) paramsObj[key] = args[idx];\", \" });\", \" }\", \"\", \" const { prompt, intelligence } = await agent.processParams(\", \" agent,\", \" paramsObj\", \" );\", \" return runAgentTool(agent, prompt, intelligence);\", \" }\", \"\", \" // If we have standard positional arguments, convert them to a p\", \"arameters object\", \" let task: string = typeof args[0] === 'string' ? args[0] : '';\", \" let context: string | undefined =\", \" typeof args[1] === 'string' ? args[1] : undefined;\", \" let warnings: string | undefined =\", \" typeof args[2] === 'string' ? args[2] : undefined;\", \" let goal: string | undefined =\", \" typeof args[3] === 'string' ? args[3] : undefined;\", \" let intelligence: ('low' | 'standard' | 'high') | undefined =\", \" args[4] as any;\", \"\", \" // If we have a single object argument with named parameters (fr\", \"om createToolFunction's validation),\", \" // extract the parameters\", \" if (\", \" args.length === 1 &&\", \" typeof args[0] === 'object' &&\", \" args[0] !== null\", \" ) {\", \" const params = args[0] as Record;\", \" task = params.task || task;\", \" context = params.context || context;\", \" warnings = params.warnings || warnings;\", \" goal = params.goal || goal;\", \" intelligence = params.intelligence || intelligence;\", \" }\", \"\", \" let prompt = `**Task:** ${task}`;\", \" if (context) {\", \" prompt += `\\\\n\\\\n**Context:** ${context}`;\", \" }\", \" if (warnings) {\", \" prompt += `\\\\n\\\\n**Warnings:** ${warnings}`;\", \" }\", \" if (goal) {\", \" prompt += `\\\\n\\\\n**Goal:** ${goal}`;\", \" }\", \"\", \" // Standard parameter passing\", \" return runAgentTool(agent, prompt, intelligence);\", \" },\", \" description,\", \" this.params || {\", \" task: {\", \" type: 'string',\", \" description: `What should ${this.name} work on? Generally yo\", \"u should leave the way the task is performed up to the agent unless the agent pr\", \"eviously failed. Agents are expected to work mostly autonomously.`,\", \" },\", \" context: {\", \" type: 'string',\", \" description: `What else might the ${this.name} need to know?\", \" Explain why you are asking for this - summarize the task you were given or the\", \"project you are working on. Please make it comprehensive. A couple of paragraphs\", \" is ideal.`,\", \" optional: true,\", \" },\", \" warnings: {\", \" type: 'string',\", \" description: `Is there anything the ${this.name} should avoi\", \"d or be aware of? You can leave this as a blank string if there's nothing obviou\", \"s.`,\", \" optional: true,\", \" },\", \" goal: {\", \" type: 'string',\", \" description: `This is the final goal/output or result you ex\", \"pect from the task. Try to focus on the overall goal and allow the ${this.name}\", \"to make it's own decisions on how to get there. One sentence is ideal.`,\", \" optional: true,\", \" },\", \" intelligence: {\", \" type: 'string',\", \" description: `What level of intelligence do you recommend fo\", \"r this task?\", \" - low: (under 90 IQ) Mini model used.\", \" - standard: (90 - 110 IQ)\", \" - high: (110+ IQ) Reasoning used.`,\", \" enum: ['low', 'standard', 'high'],\", \" optional: true,\", \" },\", \" },\", \" undefined,\", \" this.name\", \" );\", \" }\", \"\", \" /**\", \" * Get the complete set of tools available to this agent\", \" * Combines statically assigned tools with tools from agentToolCache\", \" * Processes dynamic tool parameter values (descriptions and enums)\", \" */\", \" public async getTools(): Promise {\", \" const combinedTools = new Map();\", \"\", \" // 1. Add statically assigned tools (from this.tools) or common tools as\", \" a base\", \" const baseTools = this.tools && this.tools.length > 0 ? this.tools : [];\", \" for (const tool of baseTools) {\", \" if (\", \" tool &&\", \" tool.definition &&\", \" tool.definition.function &&\", \" tool.definition.function.name\", \" ) {\", \" // Clone the tool to avoid modifying the original\", \" const clonedTool = { ...tool };\", \" clonedTool.definition = { ...tool.definition };\", \" clonedTool.definition.function = {\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"198a73\"}",{},"ccb4c937-9dd4-4161-bbb5-03a3b98e1ca3",{"_111":108,"_161":-5,"_445":1150},{"_453":473,"_228":474,"_475":-5,"_45":1149},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '160,320p' magi/src/utils/agent.ts\\n\"}",{},"6d842a49-9242-423e-a9ed-9fc3090e2a36",{"_111":465,"_161":494,"_445":1157},{"_453":45,"_454":1155},{},[1156],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 737, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '1,160p' magi/src/utils/agent.t\", \"s\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import {\", \" AgentDefinition,\", \" ModelSettings,\", \" AgentExportDefinition,\", \" ToolFunction,\", \" WorkerFunction,\", \" ResponseInput,\", \" AgentInterface,\", \" ToolCall,\", \" ResponseThinkingMessage,\", \" ToolParameterMap,\", \" ResponseOutputMessage,\", \"} from '../types/shared-types.js';\", \"import { createToolFunction } from './tool_call.js';\", \"\", \"import { v4 as uuid } from 'uuid';\", \"// Import removed to fix lint error\", \"import { Runner } from './runner.js';\", \"import { ModelClassID } from '../model_providers/model_data.js';\", \"\", \"import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"\", \"/**\", \" * Create a clone of an agent instance that properly handles functions\", \" * @param agent The agent to clone\", \" * @returns A new agent instance with copied properties and preserved function r\", \"eferences\", \" */\", \"export function cloneAgent(agent: Agent): Agent {\", \" // Create a new object with the same prototype\", \" const copy = Object.create(Object.getPrototypeOf(agent)) as Agent;\", \"\", \" // Copy own enumerable properties\", \" Object.entries(agent).forEach(([key, value]) => {\", \" // Keep original function references, don't try to duplicate them\", \" if (typeof value === 'function') {\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore - we know the index type here\", \" copy[key] = value;\", \" } else if (key === 'parent' && value instanceof Agent) {\", \" // For parent, keep the reference intact to preserve prototype chain\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = value;\", \" } else if (Array.isArray(value)) {\", \" // Shallow copy array (its elements can include functions - we keep\", \"refs)\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = [...value];\", \" } else if (value && typeof value === 'object') {\", \" // Shallow copy object (deep copy is rarely needed for config object\", \"s)\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = { ...value };\", \" } else {\", \" // Copy primitive\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = value;\", \" }\", \" });\", \"\", \" return copy;\", \"}\", \"\", \"/**\", \" * Agent class representing an LLM agent with tools\", \" */\", \"export class Agent implements AgentInterface {\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: Agent[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \" maxToolCalls: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" verifier?: Agent;\", \" maxVerificationAttempts: number;\", \" args: any;\", \" jsonSchema?: object; // JSON schema for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for the agent (used by model providers th\", \"at need a real shell)\", \"\", \" // Optional callback to preprocess parameters before runAgentTool\", \" params?: ToolParameterMap; // Map of parameter names to their definitions\", \" processParams?: (\", \" agent: AgentInterface,\", \" params: Record\", \" ) => Promise<{\", \" prompt: string;\", \" intelligence?: 'low' | 'standard' | 'high';\", \" }>;\", \"\", \" // Event handlers for tool calls and results\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \" onToolResult?: (toolCall: ToolCall, result: string) => Promise;\", \"\", \" // Event handlers for request and response\", \" onRequest?: (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" onResponse?: (message: ResponseOutputMessage) => Promise;\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \" constructor(definition: AgentDefinition) {\", \" this.agent_id = definition.agent_id || uuid();\", \" this.name = definition.name.replaceAll(' ', '_');\", \" this.description = definition.description;\", \" this.instructions = definition.instructions;\", \" this.tools = definition.tools || [];\", \"\", \" // Ensure agent-specific tools are attached once ID is assigned\", \" this.model = definition.model;\", \" this.modelClass = definition.modelClass;\", \" this.jsonSchema = definition.jsonSchema;\", \" this.params = definition.params;\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \"not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \"No default, undefined means no limit\", \" this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers that\", \" need a real shell\", \"\", \" if (definition.verifier) {\", \" this.verifier = new Agent({ ...definition.verifier, verifier: undefi\", \"ned });\", \" this.verifier.parent_id = this.agent_id;\", \" }\", \"\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \" this.onRequest = definition.onRequest as (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" this.onThinking = definition.onThinking;\", \" this.onResponse = definition.onResponse;\", \" this.tryDirectExecution = definition.tryDirectExecution; // Add this lin\", \"e\", \"\", \" // Configure JSON formatting if schema is provided\", \" if (this.jsonSchema) {\", \" if (!this.modelSettings) this.modelSettings = {};\", \" this.modelSettings.json_schema = this.jsonSchema;\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"52e172\"}",{},"f625e6d1-c1f2-4d4b-9e01-be66d66f5d05",{"_111":108,"_161":-5,"_445":1163},{"_453":473,"_228":474,"_475":-5,"_45":1162},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1,160p' magi/src/utils/agent.ts\\n\"}",{},"f563dcef-4378-404e-987c-ac1af7075757",{"_111":108,"_161":-5,"_445":1170},{"_453":45,"_454":1168},{"_482":57,"_483":484,"_451":452},[1169],"I need to check the definition of 'verifier' and how it aligns with the class property.",{},"5a80009e-96c3-4df8-b942-e33f9781537d",{"_111":465,"_161":494,"_445":1177},{"_453":45,"_454":1175},{},[1176],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 663, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '152,220p' common/shared-types.\", \"ts\", \"export interface AgentDefinition {\", \" agent_id?: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" workers?: WorkerFunction[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" verifier?: AgentDefinition;\", \" maxVerificationAttempts?: number;\", \" jsonSchema?: object; // JSON schema definition for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for model providers that need a real shel\", \"l context\", \"\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \" onToolResult?: (toolCall: ToolCall, result: string) => Promise;\", \" onRequest?: (\", \" agent: AgentInterface, // Reverted back to AgentInterface\", \" messages: ResponseInput\", \" ) => Promise<[any, ResponseInput]>; // Reverted back to AgentInterface\", \" onResponse?: (message: ResponseOutputMessage) => Promise;\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \" params?: ToolParameterMap; // Map of parameter names to their definitions\", \" processParams?: (\", \" agent: AgentInterface,\", \" params: Record\", \" ) => Promise<{\", \" prompt: string;\", \" intelligence?: 'low' | 'standard' | 'high';\", \" }>;\", \"}\", \"\", \"/**\", \" * Definition-exportable version of the agent\", \" */\", \"export interface AgentExportDefinition {\", \" agent_id: string;\", \" name: string;\", \" parent_id?: string;\", \" model?: string;\", \" modelClass?: string;\", \" cwd?: string; // Working directory for model providers that need a real shel\", \"l context\", \"}\", \"\", \"/**\", \" * Model settings for the OpenAI API\", \" */\", \"export interface ModelSettings {\", \" temperature?: number;\", \" top_p?: number;\", \" top_k?: number;\", \" max_tokens?: number;\", \" stop_sequence?: string;\", \" seed?: number;\", \" text?: { format: string };\", \" tool_choice?:\", \" | 'auto'\", \" | 'none'\", \" | 'required'\", \" | { type: string; function: { name: string } };\", \" sequential_tools?: boolean; // Run tools sequentially instead of in parallel\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"eeb7d4\"}",{},"103e51af-7d2d-40b1-bee0-8edaa37fbca3",{"_111":108,"_161":-5,"_445":1183},{"_453":473,"_228":474,"_475":-5,"_45":1182},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '152,220p' common/shared-types.ts\\n\"}",{},"45c33ecc-012e-49c3-ac76-07e05887f5b1",{"_111":465,"_161":494,"_445":1190},{"_453":45,"_454":1188},{},[1189],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 660, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"interface AgentDefinition\\\" -n\", \" common/shared-types.ts\", \"152:export interface AgentDefinition {\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"8606eb\"}",{},"bdbb18d7-3da0-4896-bb78-2d15961aef1b",{"_111":108,"_161":-5,"_445":1196},{"_453":473,"_228":474,"_475":-5,"_45":1195},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"interface AgentDefinition\\\" -n common/shared-types.ts\\n\"}",{},"695f884a-3797-403e-8be9-72f4a16c58f7",{"_111":108,"_161":-5,"_445":1203},{"_453":45,"_454":1201},{"_482":57,"_483":484,"_451":452},[1202],"The interface ends around line 50-55. I'll also check 'AgentDefinition' near line 156.",{},"61c1dc4d-3f39-4aff-8393-aa23723b23fb",{"_111":465,"_161":494,"_445":1210},{"_453":45,"_454":1208},{},[1209],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 657, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"asTool\\\" -n -n common/shared-t\", \"ypes.ts\", \"50: asTool(): ToolFunction;\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9ea6f4\"}",{},"c4e562f1-7ad8-4dc2-9736-80d38c611ec4",{"_111":108,"_161":-5,"_445":1216},{"_453":473,"_228":474,"_475":-5,"_45":1215},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"asTool\\\" -n -n common/shared-types.ts\\n\"}",{},"0098c318-22f0-490b-80cf-66d16d59c9b6",{"_111":108,"_161":-5,"_445":1223},{"_453":45,"_454":1221},{"_482":57,"_483":484,"_451":452},[1222],"I'm scrolling to the bottom to locate where the interface finishes.",{},"d6936777-b101-4473-aec9-9b162bb7750f",{"_111":465,"_161":494,"_445":1230},{"_453":45,"_454":1228},{},[1229],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 606, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '32,80p' common/shared-types.ts\", \"export interface AgentInterface {\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: AgentInterface[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: string;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" verifier?: AgentDefinition; // Optional verifier agent\", \" maxVerificationAttempts?: number; // Number of retries allowed\", \" onToolCall?: (toolCall: ToolCall) => void;\", \" onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \" export(): AgentExportDefinition;\", \" asTool(): ToolFunction;\", \"}\", \"\", \"export interface AgentProcess {\", \" processId: string;\", \" started: Date;\", \" status:\", \" | 'started'\", \" | 'running'\", \" | 'waiting'\", \" | 'completed'\", \" | 'failed'\", \" | 'terminated';\", \" tool: ProcessToolType;\", \" command: string;\", \" name: string;\", \" output?: string;\", \" error?: string;\", \" history?: ResponseInput;\", \" projectIds?: string[]; // List of git repositories to mount\", \"}\", \"\", \"export type ToolParameterType =\", \" | 'string'\", \" | 'number'\", \" | 'boolean'\", \" | 'object'\", \" | 'array'\", \" | 'null';\", \"export const validToolParameterTypes: ToolParameterType[] = [\", \" 'string',\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"238ecf\"}",{},"8a44458a-e883-4d8e-b45b-4b96bd308cad",{"_111":108,"_161":-5,"_445":1236},{"_453":473,"_228":474,"_475":-5,"_45":1235},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '32,80p' common/shared-types.ts\\n\"}",{},"5baade7c-e283-4772-a4bc-e51eac1a2689",{"_111":465,"_161":494,"_445":1243},{"_453":45,"_454":1241},{},[1242],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 603, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"export interface AgentInterfa\", \"ce\\\" -n common/shared-types.ts\", \"32:export interface AgentInterface {\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"835cb3\"}",{},"5254b80c-2938-42cf-8d82-08a2c25ca220",{"_111":108,"_161":-5,"_445":1249},{"_453":473,"_228":474,"_475":-5,"_45":1248},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"export interface AgentInterface\\\" -n common/shared-types.ts\\n\"}",{},"ac7a1e11-4a80-47b1-8878-2c0929434e11",{"_111":108,"_161":-5,"_445":1256},{"_453":45,"_454":1254},{"_482":57,"_483":484,"_451":452},[1255],"I suspect the interface ends around line 200, so I'll search for the closing bracket.",{},"4867bddc-5aa4-4510-89f7-fc2885542f63",{"_111":465,"_161":494,"_445":1263},{"_453":45,"_454":1261},{},[1262],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 595, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# grep -n \\\"AgentInterface\\\" -n common/sha\", \"red-types.ts | head\", \"32:export interface AgentInterface {\", \"38: workers?: AgentInterface[];\", \"105:export type WorkerFunction = (...args: any[]) => AgentInterface;\", \"173: agent: AgentInterface, // Reverted back to AgentInterface\", \"175: ) => Promise<[any, ResponseInput]>; // Reverted back to AgentInterface\", \"184: agent: AgentInterface,\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0642b0\"}",{},"b3e7c860-b83b-4486-b5ab-dcd0607855b3",{"_111":108,"_161":-5,"_445":1269},{"_453":473,"_228":474,"_475":-5,"_45":1268},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"AgentInterface\\\" -n common/shared-types.ts | head\\n\"}",{},"e1d4ac95-c41d-4cfa-846c-ea5d3d04dc0d",{"_111":465,"_161":494,"_445":1276},{"_453":45,"_454":1274},{},[1275],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 428, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '160,320p' common/shared-types.\", \"ts\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" verifier?: AgentDefinition;\", \" maxVerificationAttempts?: number;\", \" jsonSchema?: object; // JSON schema definition for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for model providers that need a real shel\", \"l context\", \"\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \" onToolResult?: (toolCall: ToolCall, result: string) => Promise;\", \" onRequest?: (\", \" agent: AgentInterface, // Reverted back to AgentInterface\", \" messages: ResponseInput\", \" ) => Promise<[any, ResponseInput]>; // Reverted back to AgentInterface\", \" onResponse?: (message: ResponseOutputMessage) => Promise;\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \" params?: ToolParameterMap; // Map of parameter names to their definitions\", \" processParams?: (\", \" agent: AgentInterface,\", \" params: Record\", \" ) => Promise<{\", \" prompt: string;\", \" intelligence?: 'low' | 'standard' | 'high';\", \" }>;\", \"}\", \"\", \"/**\", \" * Definition-exportable version of the agent\", \" */\", \"export interface AgentExportDefinition {\", \" agent_id: string;\", \" name: string;\", \" parent_id?: string;\", \" model?: string;\", \" modelClass?: string;\", \" cwd?: string; // Working directory for model providers that need a real shel\", \"l context\", \"}\", \"\", \"/**\", \" * Model settings for the OpenAI API\", \" */\", \"export interface ModelSettings {\", \" temperature?: number;\", \" top_p?: number;\", \" top_k?: number;\", \" max_tokens?: number;\", \" stop_sequence?: string;\", \" seed?: number;\", \" text?: { format: string };\", \" tool_choice?:\", \" | 'auto'\", \" | 'none'\", \" | 'required'\", \" | { type: string; function: { name: string } };\", \" sequential_tools?: boolean; // Run tools sequentially instead of in parallel\", \" json_schema?: object; // JSON schema for structured output\", \" force_json?: boolean; // Force JSON output even if model doesn't natively su\", \"pport it\", \"}\", \"\", \"/**\", \" * Tool call data structure\", \" */\", \"export interface ToolCall {\", \" id: string;\", \" type: 'function';\", \" call_id?: string;\", \" function: {\", \" name: string;\", \" arguments: string;\", \" };\", \"}\", \"\", \"export interface ToolCallHandler {\", \" onToolCall?: (toolCall: ToolCall) => void;\", \" onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" onEvent?: (event: StreamingEvent) => void;\", \"}\", \"\", \"export interface ResponseContentText {\", \" type: 'input_text';\", \" text: string;\", \"}\", \"\", \"export interface ResponseContentImage {\", \" type: 'input_image';\", \" detail: 'high' | 'low' | 'auto';\", \" file_id?: string;\", \" image_url?: string;\", \"}\", \"\", \"export interface ResponseContentFileInput {\", \" type: 'input_file';\", \" file_data?: string;\", \" file_id?: string;\", \" filename?: string;\", \"}\", \"\", \"/**\", \" * ResponseContent\", \" */\", \"export type ResponseContent =\", \" | string\", \" | Array<\", \" ResponseContentText | ResponseContentImage | ResponseContentFileInput\", \" >;\", \"\", \"/**\", \" * ResponseInput\", \" */\", \"export type ResponseInput = Array;\", \"export type ResponseInputItem =\", \" | ResponseInputMessage\", \" | ResponseThinkingMessage\", \" | ResponseOutputMessage\", \" | ResponseInputFunctionCall\", \" | ResponseInputFunctionCallOutput;\", \"\", \"export interface ResponseBaseMessage {\", \" type: string;\", \" model?: string;\", \" timestamp?: number; // Timestamp for the event, shared by all event types\", \"}\", \"\", \"/**\", \" * ResponseInputMessage\", \" */\", \"export interface ResponseInputMessage extends ResponseBaseMessage {\", \" type: 'message';\", \" name?: string; // deprecated\", \" content: ResponseContent;\", \" role: 'user' | 'system' | 'developer';\", \" status?: 'in_progress' | 'completed' | 'incomplete';\", \"}\", \"\", \"/**\", \" * ResponseThinkingMessage\", \" */\", \"export interface ResponseThinkingMessage extends ResponseBaseMessage {\", \" type: 'thinking';\", \" content: ResponseContent;\", \" signature?: ResponseContent;\", \" thinking_id?: string;\", \" role: 'assistant';\", \" status?: 'in_progress' | 'completed' | 'incomplete';\", \"}\", \"\", \"export interface ResponseReasoningItem extends ResponseBaseMessage {\", \" type: 'reasoning';\", \" id: string;\", \" summary: Array<{\", \" text: string;\", \" type: 'summary_text';\", \" }>;\", \" status?: 'in_progress' | 'completed' | 'incomplete';\", \"}\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4a5e0f\"}",{},"662e5d8c-5ef8-46e1-a98d-d1baddcc92cb",{"_111":108,"_161":-5,"_445":1282},{"_453":473,"_228":474,"_475":-5,"_45":1281},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '160,320p' common/shared-types.ts\\n\"}",{},"9763ca5f-1bfc-4f35-8e36-e7deafc6b764",{"_111":465,"_161":494,"_445":1289},{"_453":45,"_454":1287},{},[1288],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 264, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '1,160p' common/shared-types.ts\", \"import { type ExecSyncOptions, execSync } from 'child_process';\", \"\", \"/**\", \" * Common type definitions for the MAGI system.\", \" *\", \" * THIS FILE IS LOCATED AT common/shared-types.ts\", \" * DO NOT COPY INTO ANOTHER LOCATION DURING DEVELOPMENT\", \" */\", \"declare global {\", \" // eslint-disable-next-line @typescript-eslint/no-namespace\", \" namespace NodeJS {\", \" interface ProcessEnv {\", \" NODE_ENV: 'development' | 'production';\", \" PROCESS_ID: string;\", \" CONTROLLER_PORT: string;\", \" HOST_HOSTNAME: string;\", \" OPENROUTER_API_KEY?: string;\", \" OPENAI_API_KEY?: string;\", \" ANTHROPIC_API_KEY?: string;\", \" GOOGLE_API_KEY?: string;\", \" XAI_API_KEY?: string;\", \" DEEPSEEK_API_KEY?: string;\", \" BRAVE_API_KEY?: string;\", \" PROJECT_REPOSITORIES?: string;\", \" PROJECT_PARENT_PATH?: string;\", \" PROCESS_PROJECTS?: string;\", \" }\", \" }\", \"}\", \"\", \"// Define the Agent interface to avoid circular dependency\", \"export interface AgentInterface {\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: AgentInterface[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: string;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" verifier?: AgentDefinition; // Optional verifier agent\", \" maxVerificationAttempts?: number; // Number of retries allowed\", \" onToolCall?: (toolCall: ToolCall) => void;\", \" onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \" export(): AgentExportDefinition;\", \" asTool(): ToolFunction;\", \"}\", \"\", \"export interface AgentProcess {\", \" processId: string;\", \" started: Date;\", \" status:\", \" | 'started'\", \" | 'running'\", \" | 'waiting'\", \" | 'completed'\", \" | 'failed'\", \" | 'terminated';\", \" tool: ProcessToolType;\", \" command: string;\", \" name: string;\", \" output?: string;\", \" error?: string;\", \" history?: ResponseInput;\", \" projectIds?: string[]; // List of git repositories to mount\", \"}\", \"\", \"export type ToolParameterType =\", \" | 'string'\", \" | 'number'\", \" | 'boolean'\", \" | 'object'\", \" | 'array'\", \" | 'null';\", \"export const validToolParameterTypes: ToolParameterType[] = [\", \" 'string',\", \" 'number',\", \" 'boolean',\", \" 'object',\", \" 'array',\", \" 'null',\", \"];\", \"\", \"/**\", \" * Tool parameter type definitions using strict schema format for OpenAI functio\", \"n calling\", \" */\", \"export interface ToolParameter {\", \" type?: ToolParameterType;\", \" description?: string | (() => string);\", \" enum?: string[] | (() => Promise);\", \" items?: ToolParameter | { type: ToolParameterType; enum?: string[] | (() =>\", \"Promise) };\", \" properties?: Record;\", \" required?: string[];\", \" optional?: boolean;\", \" minItems?: number;\", \"\", \" [key: string]: any;\", \"}\", \"\", \"export type ExecutableFunction = (...args: any[]) => Promise | string;\", \"export type WorkerFunction = (...args: any[]) => AgentInterface;\", \"\", \"/**\", \" * Definition for a tool that can be used by an agent\", \" */\", \"export interface ToolFunction {\", \" function: ExecutableFunction;\", \" definition: ToolDefinition;\", \" injectAgentId?: boolean;\", \" injectAbortSignal?: boolean;\", \"}\", \"\", \"/**\", \" * Definition for a tool that can be used by an agent\", \" */\", \"export interface ToolDefinition {\", \" type: 'function';\", \" function: {\", \" name: string;\", \" description: string;\", \" parameters: {\", \" type: 'object';\", \" properties: Record;\", \" required: string[];\", \" };\", \" };\", \"}\", \"\", \"/**\", \" * Type definition for tool implementation functions\", \" */\", \"export type ToolImplementationFn = (...args: any[]) => any | Promise;\", \"\", \"export type ToolParameterMap = {\", \" [key: string]:\", \" | string\", \" | ToolParameter;\", \"};\", \"\", \"export interface VerifierResult {\", \" status: 'pass' | 'fail';\", \" reason?: string;\", \"}\", \"\", \"/**\", \" * Definition of an agent with model and tool settings\", \" */\", \"export interface AgentDefinition {\", \" agent_id?: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" workers?: WorkerFunction[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3de3c8\"}",{},"993d396e-d492-41ae-8477-5385993c2d1f",{"_111":108,"_161":-5,"_445":1295},{"_453":473,"_228":474,"_475":-5,"_45":1294},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1,160p' common/shared-types.ts\\n\"}",{},"09747dbe-98a9-4ef9-9c9d-d0494227b38a",{"_111":108,"_161":-5,"_445":1302},{"_453":45,"_454":1300},{"_482":57,"_483":484,"_451":452},[1301],"I need to check the file to fix the type mismatch in the verifier property.",{},"41732959-9143-40d9-b481-c609766e6764",{"_111":465,"_161":494,"_445":1309},{"_453":45,"_454":1307},{},[1308],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 252, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git log -1 --stat\", \"commit b225eb6a45d9b23f6d24a45ae9f642da2fe1955f (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:37:13 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b7143b\"}",{},"673ed111-8739-42ba-ba80-269e31db39d7",{"_111":108,"_161":-5,"_445":1315},{"_453":473,"_228":474,"_475":-5,"_45":1314},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git log -1 --stat\\n\"}",{},"3a874480-1b3f-4634-b6b4-238fd4b7e135",{"_111":108,"_161":-5,"_445":1322},{"_453":45,"_454":1320},{"_482":57,"_483":484,"_451":452},[1321],"I'll check the git log to review the message of the last commit.",{},"876e98d5-7df4-49e7-a31c-5ffecea0c4df",{"_111":465,"_161":494,"_445":1329},{"_453":45,"_454":1327},{},[1328],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 251, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# git status --short\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"00c356\"}",{},"4dd251da-463f-464e-994c-71b5c8ee81b9",{"_111":108,"_161":-5,"_445":1334},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":472},{},"16d3b934-37bf-4f73-853e-dea8b8b4de28",{"_111":108,"_161":-5,"_445":1341},{"_453":45,"_454":1339},{"_482":57,"_483":484,"_451":452},[1340],"No AGENTS.md found, so I'll move forward with the root-level AGENTS.md and git status.",{},"3a849779-3e3d-4212-85b3-ea3459da1e51",{"_111":465,"_161":494,"_445":1348},{"_453":45,"_454":1346},{},[1347],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 249, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# find common magi controller -name AGEN\", \"TS.md -print\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"930612\"}",{},"d3f59148-ec05-465c-9c7f-e95c7dde2514",{"_111":108,"_161":-5,"_445":1354},{"_453":473,"_228":474,"_475":-5,"_45":1353},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"find common magi controller -name AGENTS.md -print\\n\"}",{},"e6335c99-9993-4061-90a1-93f98fc51608",{"_111":108,"_161":-5,"_445":1361},{"_453":45,"_454":1359},{"_482":57,"_483":484,"_451":452},[1360],"The instructions say to avoid nested AGENTS.md files, but I’ll double-check for completeness.",{},"e779fa2f-f8bf-4158-a023-82f12a6f192e",{"_111":465,"_161":494,"_445":1368},{"_453":45,"_454":1366},{},[1367],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 240, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# find . -name AGENTS.md -print\", \"./AGENTS.md\", \"./templates/desktop-app/AGENTS.md\", \"./templates/game-2d/AGENTS.md\", \"./templates/web-app/AGENTS.md\", \"./templates/web-static/AGENTS.md\", \"./templates/mobile-app/AGENTS.md\", \"./templates/game-3d/AGENTS.md\", \"./templates/plain/AGENTS.md\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"112c62\"}",{},"cd2445d0-779a-4dc5-b3e9-347d7a1f3782",{"_111":108,"_161":-5,"_445":1374},{"_453":473,"_228":474,"_475":-5,"_45":1373},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"find . -name AGENTS.md -print\\n\"}",{},"3afa87e3-0fc4-449d-b298-3ffe09b92d4b",{"_111":108,"_161":-5,"_445":1381},{"_453":45,"_454":1379},{"_482":57,"_483":484,"_451":452},[1380],"I’ll look for nested AGENTS.md files, as I need to follow specific rules.",{},"eeeb4cda-73f1-493b-b579-7356e0adadbc",{"_111":465,"_161":494,"_445":1388},{"_453":45,"_454":1386},{},[1387],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 239, \"output\": [\"ackroot@54a28dec5c72:/workspace/magi-system# sed -n '120,200p' AGENTS.md\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"329067\"}",{},"8abe8bff-dd0d-4a8c-8b9f-41a0cd274bc1",{"_111":108,"_161":-5,"_445":1394},{"_453":473,"_228":474,"_475":-5,"_45":1393},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '120,200p' AGENTS.md\\n\"}",{},"28c55e60-bf65-4aae-b969-6f200d43e659",{"_111":465,"_161":494,"_445":1401},{"_453":45,"_454":1399},{},[1400],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 137, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# sed -n '1,120p' AGENTS.md\", \"# Project Overview\", \"MAGI System is a modular, autonomous AI orchestration framework. It coordinates\", \"specialized agents (Browser, Code, Search, etc.) through a central Overseer runn\", \"ing on Node.js. A React frontend lets users monitor tasks in real-time while Soc\", \"ket.IO keeps the browser, controller, and agents in sync.\", \"\", \"## Setup\", \"Run these before you start work\", \"```bash\", \"npm install\", \"npm run build\", \"```\", \"\", \"## Quality gate\", \"Run these before every commit\", \"```bash\", \"npm run lint:fix\", \"npm run test:tools\", \"```\", \"\", \"## Core Modules & Files\", \"- controller/: Gateway between browser UI and Overseer (Node + TypeScript)\", \" - src/server/server.ts – Express/Socket.IO server entry\", \" - src/client/ – React UI code\", \"- magi/: Core orchestration logic for agents\", \" - src/magi.ts – Main bootstrapping entry for the Overseer\", \" - src/magi_agents/ – Specialized agent implementations\", \" - src/model_providers/ – LLM providers (Anthropic, OpenAI, Google)\", \"- common/: Shared TypeScript utilities and types\", \"- host/: Browser bridge for Chrome automation via CDP\", \"- db/: PostgreSQL migrations and schema\", \"- docker-compose.yml – Container orchestration\", \"\", \"## `project_map.json`\", \"High-level machine-readable index of the repository. Use it to quickly locate en\", \"try points, key directories, and common commands.\", \"\", \"## Build Process\", \"The system relies on Docker for reproducible environments. Use `npm run build` t\", \"o compile TypeScript and build the images.\", \"- `npm run build:host` – compile host utilities only\", \"- `npm run build:docker` – build controller and magi images\", \"\", \"\", \"## Common Bash Commands\", \"```bash\", \"npm install # install all workspaces\", \"npm run setup # configure Chrome and shared volumes\", \"npm run dev # start watchers and Docker services\", \"npm run build # compile TypeScript bundles\", \"npm run build:docker # build controller and magi images\", \"npm run build:host # compile host utilities\", \"npm run browser:start # launch Chrome for browser agent\", \"npm test # run unit tests (Vitest)\", \"npm run test:e2e # run E2E tests (Playwright)\", \"npm run test:tools # execute example custom tools\", \"docker compose up -d # spin up Postgres & pgvector\", \"```\", \"\", \"## Code Style Guidelines\", \"- TypeScript strict mode; run `npm run lint` (ESLint)\", \"- Prettier enforced via Husky pre-commit hooks\", \"- Commit hooks ensure formatting & tests pass\", \"\", \"## Testing Instructions\", \"- Unit tests with Vitest in `test/`\", \"- E2E tests with Playwright in `test/playwright/`\", \"- Example custom tools in `test/tools` (run via `npm run test:tools`)\", \"- Integration tests for individual agents with `test/magi-docker.sh`\", \"- See `docs/TESTING.md` for advanced scenarios\", \"\", \"## Repository Etiquette\", \"- Branch names: `feat/`, `fix/`\", \"- Conventional Commits required\", \"- PRs must pass CI and require at least one approving review\", \"\", \"## Developer Environment Setup\", \"1. `cp .env.example .env` and fill in API keys\", \"2. `npm install`\", \"3. `npm run setup` # builds host tools and prepares Chrome\", \"4. `docker compose up -d db`\", \"5. `npm run dev` – open http://localhost:3010\", \"\", \"## Project-Specific Warnings\", \"- Do NOT commit real API keys. `.env` is git-ignored.\", \"- Heavy tasks may consume OpenAI/Anthropic quotas quickly.\", \"- Agent containers require proper configuration in docker-compose.yml.\", \"\", \"## Key Utility Functions / APIs\", \"- `magi/src/utils/runner.js` – Core agent runner\", \"- `magi/src/utils/history.js` – Conversation history management\", \"- `magi/src/utils/memory.js` – Memory persistence\", \"- `magi/src/model_providers/` – LLM API wrappers\", \"- `controller/src/server/docker_interface.ts` – Container management\", \"\", \"## Special Features\", \"- MECH (Meta-cognition Ensemble Chain-of-thought Hierarchy) - Intelligent model\", \"selection\", \"- Custom Tools - Dynamic tool creation by agents at runtime\", \"- Browser control - CDP-based browser automation\", \"- Multi-provider support - Works with various LLM providers with automatic fallb\", \"ackroot@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"53d8fa\"}",{},"d7fd42cb-792b-494c-8724-2e539c18deb4",{"_111":108,"_161":-5,"_445":1407},{"_453":473,"_228":474,"_475":-5,"_45":1406},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1,120p' AGENTS.md\\n\"}",{},"0786a58c-cebd-42f8-8b3f-16a027d26f8e",{"_111":465,"_161":494,"_445":1414},{"_453":45,"_454":1412},{},[1413],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 135, \"output\": [\"ackroot@54a28dec5c72:/workspace/magi-system# wc -l AGENTS.md\", \"94 AGENTS.md\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2429a7\"}",{},"73955eab-7663-473e-b95e-4f6782f06415",{"_111":108,"_161":-5,"_445":1420},{"_453":473,"_228":474,"_475":-5,"_45":1419},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"wc -l AGENTS.md\\n\"}",{},"62ae22b1-d846-4083-8e5f-547d4cd291ed",{"_111":108,"_161":-5,"_445":1427},{"_453":45,"_454":1425},{"_482":57,"_483":484,"_451":452},[1426],"It seems the file might have been truncated earlier. I'll open it to confirm.",{},"76ee5509-5bc6-497a-bf8b-7efa215517d1",{"_111":465,"_161":494,"_445":1434},{"_453":45,"_454":1432},{},[1433],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 113, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# tail -n 20 AGENTS.md\", \"4. `docker compose up -d db`\", \"5. `npm run dev` – open http://localhost:3010\", \"\", \"## Project-Specific Warnings\", \"- Do NOT commit real API keys. `.env` is git-ignored.\", \"- Heavy tasks may consume OpenAI/Anthropic quotas quickly.\", \"- Agent containers require proper configuration in docker-compose.yml.\", \"\", \"## Key Utility Functions / APIs\", \"- `magi/src/utils/runner.js` – Core agent runner\", \"- `magi/src/utils/history.js` – Conversation history management\", \"- `magi/src/utils/memory.js` – Memory persistence\", \"- `magi/src/model_providers/` – LLM API wrappers\", \"- `controller/src/server/docker_interface.ts` – Container management\", \"\", \"## Special Features\", \"- MECH (Meta-cognition Ensemble Chain-of-thought Hierarchy) - Intelligent model\", \"selection\", \"- Custom Tools - Dynamic tool creation by agents at runtime\", \"- Browser control - CDP-based browser automation\", \"- Multi-provider support - Works with various LLM providers with automatic fallb\", \"ackroot@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4d5a39\"}",{},"1185b502-b064-4596-8bb5-35a8a164e263",{"_111":108,"_161":-5,"_445":1440},{"_453":473,"_228":474,"_475":-5,"_45":1439},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"tail -n 20 AGENTS.md\\n\"}",{},"8c286210-128d-4274-8b2a-eae521b333a8",{"_111":108,"_161":-5,"_445":1447},{"_453":45,"_454":1445},{"_482":57,"_483":484,"_451":452},[1446],"I'll take a look to see if AGENTS.md needs further review.",{},"f6b201bc-ff5e-4e90-b347-68e831090b6a",{"_111":465,"_161":494,"_445":1454},{"_453":45,"_454":1452},{},[1453],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 112, \"output\": [\"ackroot@54a28dec5c72:/workspace/magi-system# ^C\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"fc0bc4\"}",{},"ff9e5012-185f-4236-97de-b72be7e7be7c",{"_111":108,"_161":-5,"_445":1460},{"_453":473,"_228":474,"_475":-5,"_45":1459},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"\\u0003\", \"yield_time_ms\": 1000}\n",{},"47a2a1c7-4d83-4d28-9bb9-dafb6146f691",{"_111":465,"_161":494,"_445":1467},{"_453":45,"_454":1465},{},[1466],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 10, \"output\": [\"root@54a28dec5c72:/workspace/magi-system# cat AGENTS.md\", \"# Project Overview\", \"MAGI System is a modular, autonomous AI orchestration framework. It coordinates\", \"specialized agents (Browser, Code, Search, etc.) through a central Overseer runn\", \"ing on Node.js. A React frontend lets users monitor tasks in real-time while Soc\", \"ket.IO keeps the browser, controller, and agents in sync.\", \"\", \"## Setup\", \"Run these before you start work\", \"```bash\", \"npm install\", \"npm run build\", \"```\", \"\", \"## Quality gate\", \"Run these before every commit\", \"```bash\", \"npm run lint:fix\", \"npm run test:tools\", \"```\", \"\", \"## Core Modules & Files\", \"- controller/: Gateway between browser UI and Overseer (Node + TypeScript)\", \" - src/server/server.ts – Express/Socket.IO server entry\", \" - src/client/ – React UI code\", \"- magi/: Core orchestration logic for agents\", \" - src/magi.ts – Main bootstrapping entry for the Overseer\", \" - src/magi_agents/ – Specialized agent implementations\", \" - src/model_providers/ – LLM providers (Anthropic, OpenAI, Google)\", \"- common/: Shared TypeScript utilities and types\", \"- host/: Browser bridge for Chrome automation via CDP\", \"- db/: PostgreSQL migrations and schema\", \"- docker-compose.yml – Container orchestration\", \"\", \"## `project_map.json`\", \"High-level machine-readable index of the repository. Use it to quickly locate en\", \"try points, key directories, and common commands.\", \"\", \"## Build Process\", \"The system relies on Docker for reproducible environments. Use `npm run build` t\", \"o compile TypeScript and build the images.\", \"- `npm run build:host` – compile host utilities only\", \"- `npm run build:docker` – build controller and magi images\", \"\", \"\", \"## Common Bash Commands\", \"```bash\", \"npm install # install all workspaces\", \"npm run setup # configure Chrome and shared volumes\", \"npm run dev # start watchers and Docker services\", \"npm run build # compile TypeScript bundles\", \"npm run build:docker # build controller and magi images\", \"npm run build:host # compile host utilities\", \"npm run browser:start # launch Chrome for browser agent\", \"npm test # run unit tests (Vitest)\", \"npm run test:e2e # run E2E tests (Playwright)\", \"npm run test:tools # execute example custom tools\", \"docker compose up -d # spin up Postgres & pgvector\", \"```\", \"\", \"## Code Style Guidelines\", \"- TypeScript strict mode; run `npm run lint` (ESLint)\", \"- Prettier enforced via Husky pre-commit hooks\", \"- Commit hooks ensure formatting & tests pass\", \"\", \"## Testing Instructions\", \"- Unit tests with Vitest in `test/`\", \"- E2E tests with Playwright in `test/playwright/`\", \"- Example custom tools in `test/tools` (run via `npm run test:tools`)\", \"- Integration tests for individual agents with `test/magi-docker.sh`\", \"- See `docs/TESTING.md` for advanced scenarios\", \"\", \"## Repository Etiquette\", \"- Branch names: `feat/`, `fix/`\", \"- Conventional Commits required\", \"- PRs must pass CI and require at least one approving review\", \"\", \"## Developer Environment Setup\", \"1. `cp .env.example .env` and fill in API keys\", \"2. `npm install`\", \"3. `npm run setup` # builds host tools and prepares Chrome\", \"4. `docker compose up -d db`\", \"5. `npm run dev` – open http://localhost:3010\", \"\", \"## Project-Specific Warnings\", \"- Do NOT commit real API keys. `.env` is git-ignored.\", \"- Heavy tasks may consume OpenAI/Anthropic quotas quickly.\", \"- Agent containers require proper configuration in docker-compose.yml.\", \"\", \"## Key Utility Functions / APIs\", \"- `magi/src/utils/runner.js` – Core agent runner\", \"- `magi/src/utils/history.js` – Conversation history management\", \"- `magi/src/utils/memory.js` – Memory persistence\", \"- `magi/src/model_providers/` – LLM API wrappers\", \"- `controller/src/server/docker_interface.ts` – Container management\", \"\", \"## Special Features\", \"- MECH (Meta-cognition Ensemble Chain-of-thought Hierarchy) - Intelligent model\", \"selection\", \"- Custom Tools - Dynamic tool creation by agents at runtime\", \"- Browser control - CDP-based browser automation\", \"- Multi-provider support - Works with various LLM providers with automatic fallb\", \"ackroot@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2ab89a\"}",{},"149ea26c-b476-45ad-8052-99e28b67eecf",{"_111":108,"_161":-5,"_445":1473},{"_453":473,"_228":474,"_475":-5,"_45":1472},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"cat AGENTS.md\\n\"}",{},"8a242709-1af1-46af-a33d-cc12f68fa801",{"_111":108,"_161":-5,"_445":1480},{"_453":45,"_454":1478},{"_482":57,"_483":484,"_451":452},[1479],"I'll take a look at AGENTS.md in the repository's root folder.",{},"3c082d3a-4207-4b5f-ab12-fd6bda15eb16",{"_111":465,"_161":494,"_445":1487},{"_453":45,"_454":1485},{},[1486],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2, \"output\": [\"root@54a28dec5c72:/workspace# cd magi-system\", \"root@54a28dec5c72:/workspace/magi-system# ls\", \"AGENTS.md controller magi templates\", \"CLAUDE.md db overseer_review_report.md test\", \"LICENSE docker-compose.yml package-lock.json tsconfig.json\", \"POSTGRES.md docs package.json vitest.config.ts\", \"README.md eslint.config.js project_map.json\", \"common host scripts\", \"root@54a28dec5c72:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b19806\"}",{},"32cdc2e6-b93b-4a2b-9bac-16504bc6efd5",{"_111":108,"_161":-5,"_445":1493},{"_453":473,"_228":474,"_475":-5,"_45":1492},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"cd magi-system\\nls\\n\"}",{},"422dd39b-7fbd-49c8-a816-266787d1a329",{"_111":465,"_161":494,"_445":1500},{"_453":45,"_454":1498},{},[1499],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 0, \"output\": [\"root@54a28dec5c72:/workspace# ls\", \"magi-system\", \"root@54a28dec5c72:/workspace#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9bd578\"}",{},"414af4a8-c228-4792-85f6-4ca8513ebc77",{"_111":108,"_161":-5,"_445":1506},{"_453":473,"_228":474,"_475":-5,"_45":1505},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"ls\\n\"}",{},"042e3ee4-8582-4801-b32d-b2b63235a8e2",{"_111":465,"_161":1513,"_445":1514},{"_453":45,"_454":1511},{},[1512],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 0, \"output\": [\"root@54a28dec5c72:/workspace#\"], \"num_elided_lines\": 0, \"chunk_id\": \"33612a\"}","container.new_session",{},"43fd6e6a-af8d-4442-8dc5-b9ea3777d506",{"_111":108,"_161":-5,"_445":1520},{"_453":473,"_228":474,"_475":-5,"_45":1519},{"_451":472},"{\"session_name\":\"shell\"}",{},"dc11e3ba-14c2-4bd3-9ec7-5491179d9959",{"_111":108,"_161":-5,"_445":1527},{"_453":45,"_454":1525},{"_482":57,"_483":484,"_451":452},[1526],"I'll start by looking at the AGENTS.md in the repo's root directory.",{},"b7038c71-c07f-48cd-ba3d-0d77755dc7cd",{"_111":261,"_161":-5,"_445":1538},{"_453":45,"_454":1536},{"_1532":1533},"l1239dk1",{"_1534":1535},"inline_comments",[],[1537],"You restored tool-result appending and brought truncateLargeValues back via the runner, so the two functional gaps are closed.\nHowever the patch introduces one TypeScript type-mismatch and one minor cleanliness issue:\n\nCategory\tWhat’s wrong\tHow to fix\nTypes\tAgentInterface.verifier?: AgentDefinition but class Agent implements AgentInterface { verifier?: Agent } → property types are incompatible, so tsc will complain.\tChange the interface toverifier?: AgentInterface;(broadest) or`verifier?: AgentDefinition\nRedundancy\tmaxVerificationAttempts now appears in both AgentInterface (optional) and the concrete Agent (required with default). Not harmful, but untidy.\tDrop it from the interface; keep it only on AgentDefinition and the class.\n\nEverything else compiles:\n\t•\trunAgentTool still passes onToolCall/onToolResult; the runner now handles tool_done events and appends results back.\n\t•\ttruncateLargeValues import moved from agent.ts to runner.ts, which is where it’s used. ✅\n\t•\tREADME line looks good.\n\nOne-liner patch\n\n// common/shared-types.ts\nexport interface AgentInterface {\n …\n- verifier?: AgentDefinition;\n- maxVerificationAttempts?: number;\n+ verifier?: AgentInterface; // or AgentDefinition | AgentInterface\n …\n}\n\nAfter that, npm run type && npm test should be green.\n\n⸻\n\nOptional niceties\n\t•\tIf you still want the fine-grained onEvent hook inside runAgentTool for custom logging, keep it—no functional clash with the new runner logic.\n\t•\tConsider adding a small Playwright/unit test that mocks a verifier returning {status:\"fail\"} once, to assert the retry path hits exactly once.\n\nOnce the interface mismatch is fixed, the patch does exactly what we set out to achieve without stripping anything critical from agents.ts",{},1747564710.2040207,"Checking git 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* Agent framework for the MAGI system."," *"," * This module defines the Agent class and the runner for executing LLM agents"," * with tools."," */","import type {"," StreamingEvent,"," ToolEvent,"," MessageEvent,"," ToolCall,"," ResponseInput,"," ToolCallHandler,"," RunnerConfig,"," ResponseInputItem,"," ResponseInputFunctionCall,"," ResponseInputFunctionCallOutput,"," ResponseInputMessage,"," ResponseThinkingMessage,"," StreamEventType,"," ErrorEvent,"," ResponseOutputMessage,"," VerifierResult,","} from '../types/shared-types.js';","import { Agent } from './agent.js';","import { getModelProvider } from '../model_providers/model_provider.js';","import {"," findModel,"," MODEL_CLASSES,"," ModelClassID,"," ModelEntry,","} from '../model_providers/model_data.js';","import { getModelFromClass } from '../model_providers/model_provider.js';","import { processToolCall } from './tool_call.js';","import { capitalize } from './llm_utils.js';","import { getCommunicationManager, sendComms } from './communication.js';","import { isPaused, sleep } from './communication.js';","import { mechState, getModelScore } from './mech_state.js';","const EVENT_TIMEOUT_MS = 300000; // 5 min timeout for events","// Define a specific error type for clarity","class TimeoutError extends Error {"," constructor(message: string) {"," super(message);"," this.name = 'TimeoutError';"," }","}"," * Wraps an async generator stream to add inactivity timeout detection."," * If no event is received within timeoutMs, it throws a TimeoutError."," * @param originalStream The stream to wrap."," * @param timeoutMs The inactivity timeout duration in milliseconds."," * @param identifier A string identifier for logging purposes (e.g., agent/model name)."," * @returns An async generator that yields events from the originalStream or throws on timeout.","async function* createTimeoutProxyStream("," originalStream: AsyncGenerator,"," timeoutMs: number,"," identifier: string // For logging context","): AsyncGenerator {"," const iterator = originalStream[Symbol.asyncIterator]();"," let timeoutId: NodeJS.Timeout | null = null;"," // Function to create a promise that rejects after the timeout duration"," const createTimeoutPromise = (): Promise => {"," return new Promise((_, reject) => {"," // Clear any existing timer before setting a new one"," if (timeoutId) clearTimeout(timeoutId);"," timeoutId = setTimeout(() => {"," const timeoutError = new TimeoutError("," `[${identifier}] Stream timeout: No event received for ${timeoutMs / 1000} seconds`"," );"," console.error(`[TimeoutProxy] ${timeoutError.message}`);"," timeoutId = null; // Clear the timer ID as it has fired"," reject(timeoutError); // Reject the promise, signaling the timeout"," }, timeoutMs);"," });"," };"," try {"," while (true) {"," const timeoutPromise = createTimeoutPromise(); // Arm timeout for the next event/completion"," let result: IteratorResult;"," try {"," // Wait for either the next stream event or the timeout promise to reject"," result = await Promise.race([iterator.next(), timeoutPromise]);"," // If iterator.next() resolved, it means we received an event OR the stream ended."," // We need to clear the timeout timer because the race was won by iterator.next()."," if (timeoutId) clearTimeout(timeoutId);"," timeoutId = null; // Ensure timer ID is cleared"," } catch (error) {"," // This catch block handles rejection from EITHER iterator.next() OR timeoutPromise."," if (timeoutId) clearTimeout(timeoutId); // Clean up timer if it exists"," timeoutId = null;"," // Re-throw the error (could be a stream error or our TimeoutError)"," // This will be caught by the try/catch in the calling function (runStreamed)"," throw error;"," }"," // Check if the stream iteration is done"," if (result.done) {"," // Stream finished normally, exit the loop. Cleanup already happened."," break;"," } else {"," // Yield the event we received from the stream"," yield result.value;"," // Loop continues, createTimeoutPromise() will be called again to re-arm the timeout."," }"," } finally {"," // Final cleanup when the loop exits (normally or via error)"," if (timeoutId) {"," clearTimeout(timeoutId);"," // Ensure the original stream iterator is properly closed if it supports it."," if (typeof iterator.return === 'function') {"," await iterator.return(undefined);"," } catch (cleanupError) {"," console.error("," `[TimeoutProxy] Error during iterator cleanup: ${cleanupError}`"," * Agent runner class for executing agents with tools","export class Runner {"," /**"," * Helper function to get the next fallback model, avoiding already tried ones."," * Special handling for rate-limited models to try paid alternatives."," */"," private static getNextFallbackModel("," agent: Agent,"," triedModels: Set,"," errorMessage?: string,"," lastModelEntry?: ModelEntry"," ): string | undefined {"," if ("," errorMessage &&"," (errorMessage.includes('429') ||"," errorMessage.includes('Too Many Requests')) &&"," lastModelEntry &&"," lastModelEntry.rate_limit_fallback"," ) {"," // Check if we already tried the paid model"," if (!triedModels.has(lastModelEntry.rate_limit_fallback)) {"," return lastModelEntry.rate_limit_fallback;"," // Standard fallback logic for other cases"," // The model that just failed or was initially selected"," let modelsToConsider: string[] = [];"," // 1. Consider models from the specified class (if any)"," const agentModelClass = agent.modelClass as keyof typeof MODEL_CLASSES;"," if (agent.modelClass && MODEL_CLASSES[agentModelClass]) {"," modelsToConsider = ["," ...(MODEL_CLASSES[agentModelClass].models || []),"," ];"," // 2. Always add standard models as ultimate fallbacks (ensure no duplicates)"," const standardModels = MODEL_CLASSES['standard']?.models || [];"," standardModels.forEach(sm => {"," if (!modelsToConsider.includes(sm)) {"," modelsToConsider.push(sm);"," // 3. Filter out any already tried models"," // Note: We don't filter out `currentModel` here because it's added to triedModels *before* calling this"," const availableFallbacks = modelsToConsider.filter("," model => !triedModels.has(model)"," );"," // 4. Return the first available fallback, or undefined if none left"," return availableFallbacks.length > 0"," ? availableFallbacks[0]"," : undefined;"," * Run an agent with streaming responses, including timeout handling and model fallbacks."," static async *runStreamed("," input?: string,"," conversationHistory: ResponseInput = []"," ): AsyncGenerator {"," // Prepare initial messages"," let messages: ResponseInput = ["," { type: 'message', role: 'developer', content: agent.instructions },"," ...conversationHistory,"," ];"," if (input) {"," messages.push({ type: 'message', role: 'user', content: input });"," // Allow agent onRequest hook"," if (agent.onRequest) {"," [agent, messages] = await agent.onRequest(agent, messages);"," // Standard execution path (either ensemble is disabled or it failed)"," // Get initial model selection"," let selectedModel: string | undefined ="," agent.model ||"," (await getModelFromClass("," agent.modelClass || ('standard' as ModelClassID)"," ));"," let attempt = 1;"," const triedModels = new Set(); // Keep track of models attempted in this run"," // --- Main loop for trying initial model and fallbacks ---"," while (selectedModel) {"," if (triedModels.has(selectedModel!)) {"," console.warn("," `[Runner] Logic error: Attempting to re-try model ${selectedModel}. Skipping.`"," // This shouldn't happen with the current logic, but safeguards are good."," selectedModel = this.getNextFallbackModel(agent, triedModels);"," continue;"," console.log("," `[Runner] Attempt ${attempt}: Trying model ${selectedModel}`"," );"," triedModels.add(selectedModel); // Mark this model as tried *before* the attempt"," agent.model = selectedModel; // Update agent's current model for this attempt"," const agentInput: string[] = [];"," if (agent.instructions) {"," agentInput.push(agent.instructions);"," if (input) {"," agentInput.push(input);"," } else if (conversationHistory.length > 0) {"," // If no input is provided, use the first message from the conversation history"," const firstMessage ="," conversationHistory[0] as ResponseInputMessage;"," if ("," firstMessage.type === 'message' &&"," firstMessage.content &&"," typeof firstMessage.content === 'string'"," ) {"," agentInput.push(firstMessage.content);"," }"," // Yield agent_start (first attempt) or agent_updated (fallback attempts)"," yield {"," type: attempt === 1 ? 'agent_start' : 'agent_updated',"," agent: agent.export(),"," ...(attempt === 1 && agentInput.length > 0"," ? { input: agentInput.join('\\n\\n') }"," : {}),"," };"," // Get the model provider"," const provider = getModelProvider(selectedModel);"," // Ensure correct message sequence before sending"," const sequencedMessages ="," this.ensureToolResultSequence(messages);"," // Check if system is paused and wait if necessary"," if (isPaused()) {"," console.log("," `[Runner] System is paused. Waiting before making API call for model ${selectedModel}...`"," );"," yield {"," type: 'message_delta',"," content: '⏸️ System is paused. LLM request waiting...',"," message_id: `pause-${Date.now()}`,"," agent: agent.export(),"," order: 0,"," };"," // Wait in a loop until system is no longer paused"," while (isPaused()) {"," await sleep(1000); // Check every second"," }"," `[Runner] System resumed. Proceeding with API call for model ${selectedModel}`"," content: '▶️ System resumed. Processing request...',"," order: 1,"," sendComms({"," type: 'agent_status',"," agent_id: agent.agent_id,"," status: 'started_stream',"," meta_data: {"," model: selectedModel,"," },"," });"," agent.model = selectedModel; // Update agent's selected model"," // Create the original stream from the provider"," const originalStream = provider.createResponseStream("," selectedModel,"," sequencedMessages,"," agent"," // Wrap the stream with our timeout proxy"," const streamWithTimeout = createTimeoutProxyStream("," originalStream,"," EVENT_TIMEOUT_MS, // Use the existing constant"," `${agent.name || 'Agent'}:${selectedModel}` // Identifier for logs"," // Process events from the proxied stream"," for await (const event of streamWithTimeout) {"," // Type assertion needed because event comes from AsyncGenerator"," const streamEvent = event as StreamingEvent;"," // Ensure the event reflects the currently used model"," streamEvent.agent = streamEvent.agent"," ? streamEvent.agent"," : agent.export();"," streamEvent.agent.model = selectedModel;"," // Check for errors explicitly yielded *by the stream content*"," if (streamEvent.type === 'error') {"," const errorEvent = streamEvent as ErrorEvent;"," console.error("," `[Runner] Stream yielded error event for model ${selectedModel}: ${errorEvent.error}`"," );"," // Treat yielded errors like other failures: throw to trigger fallback."," throw new Error("," errorEvent.error ||"," 'Stream yielded an unspecified error'"," } else {"," yield streamEvent;"," // If the for await loop completes without error, this model succeeded."," console.log("," `[Runner] Model ${selectedModel} completed successfully.`"," status: 'stream_completed',"," return; // Success: exit the generator function normally."," // --- Catch block for the current model attempt ---"," // This catches:"," // 1. TimeoutError thrown by createTimeoutProxyStream"," // 2. Errors thrown explicitly from the stream (e.g., event.type === 'error')"," // 3. Errors during provider.createResponseStream() or stream iteration itself."," attempt++;"," // Pass the error message to help with detecting rate limits and special cases"," const errorMessage ="," error instanceof Error ? error.message : String(error);"," const lastModelEntry = findModel(selectedModel);"," // Yield an error event specific to this failed attempt"," (errorMessage.includes('429') ||"," errorMessage.includes('503') ||"," errorMessage.includes('Too Many Requests')) &&"," lastModelEntry &&"," lastModelEntry.rate_limit_fallback"," console.warn("," `[Runner] Rate limited attempt ${attempt} with model ${selectedModel} failed: ${error}\\nFalling back to ${lastModelEntry.rate_limit_fallback}`"," } else {"," console.error("," `[Runner] Attempt ${attempt} with model ${selectedModel} failed: ${error}`"," type: 'error',"," agent: agent.export(), // Agent state with the model that failed"," error:"," error instanceof Error"," ? error.message"," : String(error),"," // --- Fallback Logic ---"," selectedModel = this.getNextFallbackModel("," agent,"," triedModels,"," errorMessage,"," lastModelEntry"," ); // Find the next model to try"," status: 'stream_error',"," error: error,"," if (!selectedModel) {"," '[Runner] All models tried or no fallbacks available. Run failed.'"," // No more models left. The generator will implicitly finish here."," return;"," '[Runner] Attempting fallback to next model:',"," selectedModel"," // The while loop will continue with the new selectedModel"," } // End of while(selectedModel) loop"," // This point should only be reached if the initial model selection failed (selectedModel was null/undefined initially)"," console.error("," '[Runner] No suitable model found to even start the run.'"," yield {"," type: 'error',"," agent: agent.export(), // Agent state before attempting models"," error: 'No suitable initial model found for the specified criteria.',"," };"," } // End of runStreamed"," * Run a verifier agent against `output` and return its structured result."," * The verifier must return JSON or a plain string that parses into VerifierResult."," static async verifyRun("," verifier: Agent,"," output: string,"," history: ResponseInput,"," handlers: ToolCallHandler,"," allowed: StreamEventType[] | null,"," ): Promise {"," const verifyPrompt = `\\nYou are the verifier for agent \"${verifier.parent_id}\".\\nReturn JSON: {\"status\":\"pass\"|\"fail\",\"reason\":\"…optional…\"}\\nUser output:\\n<<<\\n${output}\\n>>>\\n`;"," const raw = await Runner.runStreamedWithTools("," verifier,"," verifyPrompt,"," history,"," handlers,"," allowed,"," 0,"," undefined,"," true"," try {"," return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.parse(String(raw));"," } catch {"," const txt = raw.toString().trim().toLowerCase();"," return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fail', reason: raw as string };"," * Unified function to run an agent with streaming and handle all events including tool calls"," static async runStreamedWithTools("," conversationHistory: ResponseInput = [],"," handlers: ToolCallHandler = {},"," allowedEvents: StreamEventType[] | null = null,"," toolCallCount = 0, // Track the number of tool call iterations across recursive calls"," communicationManager?: any, // Add optional communicationManager parameter"," skipVerifier = false,"," verificationAttempt = 0"," ): Promise {"," let fullResponse = '';"," let collectedToolCalls: ToolCall[] = [];"," const collectedToolResults: {"," id?: string;"," call_id: string;"," output: string;"," }[] = [];"," conversationHistory = [...conversationHistory]; // Clone so that additional messages don't affect the original"," const stream = this.runStreamed(agent, input, conversationHistory);"," // Start with initial messages - convert standard message format to responses format"," const messageItems: ResponseInput = [...conversationHistory];"," // Add the user input message"," messageItems.push({"," type: 'message',"," role: 'user',"," content: input,"," // Use the provided communicationManager if available, otherwise get the global one"," const comm = communicationManager || getCommunicationManager();"," for await (const event of stream) {"," // Handle different event types"," const eventType = event.type as StreamEventType;"," // Call the event handler if provided"," allowedEvents === null ||"," allowedEvents.includes(eventType)"," comm.send(event);"," if (handlers.onEvent) {"," handlers.onEvent(event);"," switch (eventType) {"," case 'message_delta':"," break;"," case 'message_complete': {"," // Accumulate the message content"," const message = event as MessageEvent;"," if (message.thinking_content) {"," // Add the assistant's thinking"," const thinkingMessage: ResponseThinkingMessage = {"," type: 'thinking',"," role: 'assistant',"," content:"," message.thinking_content &&"," message.thinking_content !== '{empty}'"," ? message.thinking_content"," : '',"," signature: message.thinking_signature || '',"," thinking_id: message.message_id || '',"," status: 'completed',"," model: agent.model,"," };"," messageItems.push(thinkingMessage);"," if (agent.onThinking) {"," await agent.onThinking(thinkingMessage);"," }"," }"," if (message.content) {"," fullResponse = message.content;"," // Add the assistant's response"," const contentMessage: ResponseOutputMessage = {"," id: message.message_id,"," type: 'message',"," content: message.content,"," messageItems.push(contentMessage);"," if (agent.onResponse) {"," await agent.onResponse(contentMessage);"," case 'tool_start': {"," // Process tool calls"," const toolEvent = event as ToolEvent;"," if ("," !toolEvent.tool_calls ||"," toolEvent.tool_calls.length === 0"," ) {"," continue;"," // Collect tool calls for later use"," collectedToolCalls = ["," ...collectedToolCalls,"," ...toolEvent.tool_calls,"," ];"," // Log tool calls for debugging"," toolEvent.tool_calls.forEach(call => {"," let parsedArgs = {};"," try {"," if ("," call.function.arguments &&"," call.function.arguments.trim()"," ) {"," parsedArgs = JSON.parse("," call.function.arguments"," );"," }"," } catch (parseError) {"," console.error("," 'Error parsing tool arguments:',"," parseError"," );"," parsedArgs = { _raw: call.function.arguments };"," console.log("," `[Tool Call] ${call.function.name}:`,"," parsedArgs"," );"," });"," // Process all tool calls in parallel, catching signals"," let toolResult: string | null = null; // Initialize to null"," try {"," sendComms({"," type: 'agent_status',"," agent_id: agent.agent_id,"," status: 'tool_start',"," meta_data: {"," name: toolEvent.tool_calls[0].function.name,"," },"," });"," toolResult = await processToolCall("," toolEvent,"," agent,"," handlers"," status: 'tool_done',"," } catch (error) {"," // Handle other tool execution errors"," console.error("," `[Runner] Error during processToolCall: ${error}`"," // Create an error result to send back to the model if needed,"," // or decide how to handle tool execution failures."," // For now, let's create a generic error string."," // We might want to make this more sophisticated later."," toolResult = JSON.stringify({"," error: `Tool execution failed: ${error instanceof Error ? error.message : String(error)}`,"," // Optionally, re-throw if tool errors should halt the process: throw error;"," // Parse tool results for better logging (only if toolResult is not null)"," let parsedResults = null;"," parsedResults = JSON.parse(toolResult);"," } catch (e) {"," parsedResults = toolResult;"," // Store tool results for subsequent model call"," if (Array.isArray(parsedResults)) {"," for (let i = 0; i < parsedResults.length; i++) {"," const result = parsedResults[i];"," // Associate result with the tool call ID"," if (i < toolEvent.tool_calls.length) {"," collectedToolResults.push({"," id: toolEvent.tool_calls[i].id,"," call_id:"," toolEvent.tool_calls[i].call_id ||"," toolEvent.tool_calls[i].id,"," output:"," typeof result === 'string'"," ? result"," : JSON.stringify(result),"," });"," } else {"," // If there's just one result for potentially multiple calls"," const resultStr ="," typeof parsedResults === 'string'"," ? parsedResults"," : JSON.stringify(parsedResults);"," // Associate with the first tool call"," if (toolEvent.tool_calls.length > 0) {"," collectedToolResults.push({"," id: toolEvent.tool_calls[0].id,"," call_id:"," toolEvent.tool_calls[0].call_id ||"," toolEvent.tool_calls[0].id,"," output: resultStr,"," });"," // Send detailed tool result via event handler (only if results were processed)"," parsedResults !== null &&"," (allowedEvents === null ||"," allowedEvents.includes('tool_done'))"," // Create a resultsById object that maps tool call IDs to their results"," const resultsById: Record = {};"," // If parsedResults is an array, iterate through it and map each result to the corresponding tool call ID"," if (Array.isArray(parsedResults)) {"," for (let i = 0; i < parsedResults.length; i++) {"," // Associate result with the tool call ID if it exists"," if (i < toolEvent.tool_calls.length) {"," resultsById["," toolEvent.tool_calls[i].id"," ] = parsedResults[i];"," }"," } else if (toolEvent.tool_calls.length > 0) {"," resultsById[toolEvent.tool_calls[0].id] ="," parsedResults;"," comm.send({"," agent: event.agent,"," type: 'tool_done',"," tool_calls: toolEvent.tool_calls,"," results: resultsById,"," if (handlers.onEvent) {"," handlers.onEvent({"," agent: event.agent,"," type: 'tool_done',"," tool_calls: toolEvent.tool_calls,"," results: resultsById,"," break; // End of 'tool_start' case"," } // End of 'tool_start' case"," case 'error': {"," const errorEvent = event as any; // Type assertion for error event"," console.error(`[Error] ${errorEvent.error}`);"," // Process tool call results if there were any tool calls AND no signal was thrown"," // The try/catch around processToolCall above would have re-thrown signals,"," // preventing execution from reaching this point if a signal occurred."," if ("," agent.modelSettings?.tool_choice !== 'none' &&"," collectedToolCalls.length > 0 &&"," collectedToolResults.length > 0"," ) {"," `[Runner] Collected ${collectedToolCalls.length} tool calls, running follow-up with results.`"," // Increment tool call count"," toolCallCount++;"," `[Runner] Tool call iteration ${toolCallCount} of ${agent.maxToolCalls} maximum`"," // Check if we've reached the maximum number of tool call rounds per turn (if set)"," agent.maxToolCallRoundsPerTurn !== undefined &&"," toolCallCount >= agent.maxToolCallRoundsPerTurn"," `[Runner] Reached maxToolCallRoundsPerTurn (${agent.maxToolCallRoundsPerTurn}) for agent ${agent.name}. Stopping tool call loop for this turn.`"," // Return the current response without making another recursive call"," return fullResponse;"," // Check if we've reached the maximum number of tool calls"," if (toolCallCount >= agent.maxToolCalls) {"," '**********************************************'"," `[Runner] REACHED MAXIMUM TOOL CALLS (${agent.maxToolCalls})`"," '[Runner] Forcing model to return a final answer and not use more tools'"," // On the last attempt, don't allow more tool calls"," if (!agent.modelSettings) {"," agent.modelSettings = {};"," agent.modelSettings.tool_choice = 'none';"," } else if (toolCallCount > 0) {"," // After the first tool call, set tool_choice to 'auto' to prevent repetitive tool calling"," agent.modelSettings.tool_choice = 'auto';"," // Create tool call messages for the next model request"," let toolCallMessages: ResponseInput = [];"," // Add the function calls"," for (const toolCall of collectedToolCalls) {"," // Skip adding to messageItems if the agent has onToolCall handler"," // The agent's onToolCall will use addHistory instead"," messageItems.push({"," type: 'function_call',"," id: toolCall.id,"," call_id: toolCall.call_id || toolCall.id,"," name: toolCall.function.name,"," arguments: toolCall.function.arguments,"," model: agent.model,"," });"," // Add the corresponding tool result"," const result = collectedToolResults.find("," r => r.call_id === toolCall.call_id || toolCall.id"," if (result) {"," messageItems.push({"," type: 'function_call_output',"," id: toolCall.id,"," call_id: toolCall.call_id || toolCall.id,"," name: toolCall.function.name,"," output: result.output,"," model: agent.model,"," // Use the input array as our messages"," toolCallMessages = messageItems; // Use the collected items directly"," // Run the agent again with the tool results"," console.log('[Runner] Running agent with tool call results');"," const followUpResponse = await this.runStreamedWithTools("," '', // No new user input is needed, history contains results"," toolCallMessages,"," handlers,"," allowedEvents,"," toolCallCount // Pass the current toolCallCount to track across recursive calls"," // Use the follow-up response as the final response"," if (followUpResponse) {"," fullResponse = followUpResponse;"," // Handle structured JSON output if json_schema is specified"," if (agent.modelSettings?.json_schema) {"," try {"," // Try to parse the response as JSON"," let jsonResponse;"," try {"," jsonResponse = JSON.parse(fullResponse.trim());"," console.log("," `[Runner] Successfully parsed JSON response for agent ${agent.name}`"," } catch (error) {"," const jsonError = error as Error;"," // If we couldn't parse it directly, try to extract JSON from text"," const jsonMatch ="," fullResponse.match("," /```(?:json)?\\s*({[\\s\\S]*?})\\s*```/"," ) || fullResponse.match(/({[\\s\\S]*})/);"," if (jsonMatch && jsonMatch[1]) {"," jsonResponse = JSON.parse(jsonMatch[1].trim());"," console.log("," `[Runner] Extracted and parsed JSON from response for agent ${agent.name}`"," } catch (err) {"," const extractError = err as Error;"," throw new Error("," `Failed to parse extracted JSON: ${extractError.message}`"," throw new Error("," `Response is not valid JSON and no JSON block could be extracted: ${jsonError.message}`"," // If force_json is true and parsing failed, we might want to retry"," // But for now, just use the successfully parsed result"," if (jsonResponse) {"," // Replace the full response with pretty-printed JSON"," fullResponse = JSON.stringify(jsonResponse, null, 2);"," } catch (error) {"," `[Runner] Error handling JSON response for agent ${agent.name}:`,"," error"," // If force_json is true, we could retry here"," if (agent.modelSettings?.force_json) {"," console.warn("," \"[Runner] force_json is true but couldn't get valid JSON. Consider implementing retry logic.\""," agent.model = undefined; // Allow a new model to be selected for the next run"," // ── post-run verification ──────────────────────────────────────────────"," if (!skipVerifier && agent.verifier) {"," const vResult = await Runner.verifyRun("," agent.verifier,"," fullResponse,"," conversationHistory,"," allowedEvents"," vResult.status === 'fail' &&"," verificationAttempt < agent.maxVerificationAttempts"," `[Runner] verifier failed: ${vResult.reason ?? '(no reason)'}`"," const retryHistory: ResponseInput = ["," ...conversationHistory,"," { type: 'message', role: 'assistant', content: fullResponse },"," {"," type: 'message',"," role: 'developer',"," content: `Verifier feedback:\\n${vResult.reason ?? '(none)'}`,"," },"," ];"," return await Runner.runStreamedWithTools("," agent,"," '',"," retryHistory,"," handlers,"," allowedEvents,"," toolCallCount,"," communicationManager,"," false,"," verificationAttempt + 1"," return fullResponse;"," } catch (error) {"," // Handle other errors"," console.error(`[Runner] Error in runStreamedWithTools: ${error}`);"," // Consider wrapping non-signal errors if needed, or just re-throw"," throw error; // Re-throw other errors"," * Runs a sequence of agents where each agent can pass data to the next agent in the chain."," * The sequence continues until either all agents have run, a failure occurs, or the maximum"," * retry count is reached for any stage."," *"," * @param agentSequence An object mapping stage names to agent factory functions"," * @param input The initial input to the first agent"," * @param maxRetries Maximum number of retries per stage before giving up"," * @param maxTotalRetries Maximum total retries across all stages before giving up"," * @returns The final response from the last successful agent in the chain"," static async runSequential("," agentSequence: RunnerConfig,"," input: string,"," maxRetries: number = 3,"," maxTotalRetries: number = 10"," const history: ResponseInput = ["," { type: 'message', role: 'user', content: input },"," const lastOutput: Record = {};"," let agent_id: string = '';"," let currentStage = Object.keys(agentSequence)[0]; // Start with the first stage"," let totalRetries = 0;"," const stageRetries: Record = {};"," const comm = getCommunicationManager();"," function addOutput(stage: string, output: string) {"," // Record in the history"," history.push({"," type: 'message',"," role: 'assistant',"," status: 'completed',"," content: `${capitalize(stage)} Output:\\n${output}`,"," });"," // Record in the last for this stage"," lastOutput[stage] = output;"," // Send update to parent process"," comm.send({"," type: 'process_updated',"," output: `${capitalize(stage)} Output:\\n${output}`,"," history,"," // Process the sequence of agents"," while (currentStage && totalRetries < maxTotalRetries) {"," console.log(`[Runner] Running sequential stage: ${currentStage}`);"," // Initialize retry counter for this stage if not already set"," stageRetries[currentStage] = stageRetries[currentStage] || 0;"," const agent = agentSequence[currentStage].agent();"," if (!agent_id) {"," // Save agent_id for future runs"," agent_id = agent.agent_id;"," // If we have an agent_id, make sure we use the same one"," agent.agent_id = agent_id;"," // Prepare input messages for the current stage"," const stageInputMessages = ["," ...(agentSequence[currentStage].input?.("," history,"," lastOutput"," ) || history),"," ];"," let stageOutput: string | null = null; // To store the result string"," let directExecutionResult: ResponseInput | null = null; // To store the raw ResponseInput if executed directly"," // Check if the agent has a direct execution hook"," if (agent.tryDirectExecution) {"," directExecutionResult ="," await agent.tryDirectExecution(stageInputMessages);"," if (directExecutionResult) {"," // Direct execution succeeded!"," `[Runner] Stage ${currentStage} executed directly via tryDirectExecution.`"," // Extract the content string from the ResponseInput for logging/next stage input"," // Check if the first item is a message-like object with content"," if ("," Array.isArray(directExecutionResult) &&"," directExecutionResult.length > 0"," ) {"," const firstItem = directExecutionResult[0];"," firstItem &&"," typeof firstItem === 'object' &&"," 'content' in firstItem &&"," firstItem.content !== undefined &&"," firstItem.content !== null"," stageOutput ="," typeof firstItem.content === 'string'"," ? firstItem.content"," : JSON.stringify(firstItem.content);"," if (stageOutput === null) {"," stageOutput ="," 'Direct execution completed but response format was unexpected or content was empty.';"," `[Runner] Unexpected response format or empty content from tryDirectExecution for stage ${currentStage}:`,"," directExecutionResult"," // Add the output to history and lastOutput"," addOutput(currentStage, stageOutput);"," // Direct execution skipped or returned null, proceed with standard LLM call"," `[Runner] Stage ${currentStage} using standard LLM execution (runStreamedWithTools).`"," stageOutput = await this.runStreamedWithTools("," undefined, // Input string is handled by the stage's input function"," stageInputMessages"," // Determine the next stage based on the output string (ensure it's not null)"," const nextStage = agentSequence[currentStage].next("," stageOutput ?? ''"," ); // Use nullish coalescing for safety"," if (!nextStage) {"," '[Runner] No next stage found, ending sequence.'"," break; // Exit the while loop"," // Check that if the next stage is going backwards"," const stages = Object.keys(agentSequence);"," const currentIndex = stages.indexOf(currentStage);"," const nextIndex = nextStage ? stages.indexOf(nextStage) : -1;"," if (nextStage && nextIndex < currentIndex) {"," // Only increment retries when we're looping back to an earlier stage"," stageRetries[currentStage]++;"," totalRetries++;"," // Retry this stage unless we've hit the limit"," if (stageRetries[currentStage] >= maxRetries) {"," `[Runner] Exceeded max retries for stage ${currentStage}`"," // We have another stage, to loop again"," currentStage = nextStage;"," `[Runner] Error in sequential stage ${currentStage}: ${error}`"," // Record the error as a failure"," addOutput(currentStage, `Error: ${error}`);"," // Increment retry counters"," stageRetries[currentStage]++;"," totalRetries++;"," // Retry this stage unless we've hit the limit"," if (stageRetries[currentStage] >= maxRetries) {"," `[Runner] Exceeded max retries for stage ${currentStage}`"," break;"," let output = '';"," Object.keys(lastOutput).forEach(key => {"," if (lastOutput[key]) {"," output += `${capitalize(key)} Output:\\n${lastOutput[key]}\\n\\n`;"," comm.send({"," type: 'process_done',"," output,"," return output;"," * Reorders messages iteratively to ensure that every 'function_call' message"," * is immediately followed by its corresponding 'function_call_output' message."," * If a matching 'function_call_output' is found later in the array, it's moved."," * If no matching 'function_call_output' is found for a 'function_call',"," * an artificial error 'function_call_output' is inserted."," * For orphaned 'function_call_output' messages (without a preceding 'function_call'),"," * they are converted to regular messages."," * The process repeats until the array is stable (no changes made in a full pass)."," * @param messages The array of ResponseInputItem messages to reorder."," * @returns A new array with messages correctly ordered (ResponseInput)."," public static ensureToolResultSequence("," messages: ResponseInput"," ): ResponseInput {"," // Work on a mutable copy"," const currentMessages: ResponseInput = [...messages]; // Use the specific type"," let changedInPass = false;"," // First, collect all function_call IDs to identify orphaned outputs later"," const functionCallIds = new Set();"," for (const msg of currentMessages) {"," if (msg.type === 'function_call') {"," functionCallIds.add((msg as ResponseInputFunctionCall).call_id);"," // Check for orphaned function_call_output messages and convert them to regular messages"," for (let i = 0; i < currentMessages.length; i++) {"," const msg = currentMessages[i];"," if (msg.type === 'function_call_output') {"," const funcOutput = msg as ResponseInputFunctionCallOutput;"," // Check if this is an orphaned output (no matching function_call)"," if (!functionCallIds.has(funcOutput.call_id)) {"," `[Runner] Found orphaned function_call_output with call_id ${funcOutput.call_id}. Converting to regular message.`"," // Create a regular message with the function name and output as content"," const regularMessage: ResponseInputMessage = {"," role: 'user',"," type: 'message',"," content: `Tool result (${funcOutput.name || 'unknown_tool'}): ${funcOutput.output}`, // Added fallback for optional name"," status: 'completed',"," // Replace the orphaned output with the regular message"," currentMessages[i] = regularMessage;"," changedInPass = true;"," // Now do the regular pairing of function calls and outputs"," do {"," changedInPass = false;"," // No need for numMessages if using while loop with dynamic length check"," let i = 0; // Use a while loop or manual index management due to potential splices"," while ("," i < currentMessages.length /* Recalculate length each time */"," const currentMsg: ResponseInputItem = currentMessages[i]; // Use the specific type"," if (currentMsg.type && currentMsg.type === 'function_call') {"," // Assert type now that we've checked it"," const functionCallMsg ="," currentMsg as ResponseInputFunctionCall;"," const targetId = functionCallMsg.id;"," const targetCallId = functionCallMsg.call_id;"," const nextMsgIndex = i + 1;"," const nextMsg: ResponseInputItem | null ="," nextMsgIndex < currentMessages.length"," ? currentMessages[nextMsgIndex]"," : null;"," // Check if the next message is the corresponding output"," const isNextMsgCorrectOutput ="," nextMsg &&"," nextMsg.type &&"," nextMsg.type === 'function_call_output' &&"," (nextMsg as ResponseInputFunctionCallOutput).call_id ==="," targetCallId;"," if (isNextMsgCorrectOutput) {"," // Correct pair found, move past both"," //console.debug(`[Runner] Correct sequence found for call_id ${targetCallId} at index ${i}.`);"," i += 2; // Skip the call and its output"," continue; // Continue the while loop"," // Incorrect sequence or function_call is the last message."," // We need to find the output or insert an error."," //console.debug(`[Runner] Mismatch or missing output for call_id ${targetCallId} at index ${i}. Searching...`);"," changedInPass = true; // Signal that a change is needed/made in this pass"," let foundOutputIndex = -1;"," // Search *after* the current function_call for the matching output"," for (let j = i + 1; j < currentMessages.length; j++) {"," const potentialOutput = currentMessages[j];"," // Check type and call_id"," if ("," potentialOutput.type &&"," potentialOutput.type ==="," 'function_call_output' &&"," ("," potentialOutput as ResponseInputFunctionCallOutput"," ).call_id === targetCallId"," ) {"," foundOutputIndex = j;"," break;"," if (foundOutputIndex !== -1) {"," // Found the output later in the array. Move it."," //console.debug(`[Runner] Found matching output for ${targetCallId} at index ${foundOutputIndex}. Moving it to index ${i + 1}.`);"," // Remove the found output (which is ResponseInputFunctionCallOutput)"," const [outputMessage] = currentMessages.splice("," foundOutputIndex,"," 1"," // Insert it right after the function call"," currentMessages.splice(i + 1, 0, outputMessage);"," // Output not found anywhere in the array. Create and insert an error output."," console.warn("," `[Runner] No matching output found for call_id ${targetCallId}. Inserting error message.`"," // Create an object conforming to ResponseInputFunctionCallOutput"," const errorOutput: ResponseInputFunctionCallOutput ="," {"," type: 'function_call_output',"," id: targetId,"," call_id: targetCallId,"," // Use the name from the original function call"," name: functionCallMsg.name,"," // Output must be a string according to the interface"," output: JSON.stringify({"," error: 'Error: Tool call did not complete or output was missing.',"," }),"," // Add optional fields if necessary, or leave them undefined"," status: 'incomplete',"," };"," // Insert the error message right after the function call"," currentMessages.splice(i + 1, 0, errorOutput);"," // Crucial: Restart check from the beginning in the next pass"," break; // Exit the inner `while` loop"," // Not a function call, just move to the next message"," i++;"," } // End of inner while loop"," } while (changedInPass); // Repeat if any changes were made in the last pass"," //console.debug('[Runner] Final message sequence ensured.');"," return currentMessages;"," public static rotateModel("," modelClass?: ModelClassID"," // Store last model used to ensure rotation"," const lastModel = agent.model;"," mechState.lastModelUsed = lastModel;"," let model: string | undefined;"," modelClass = modelClass || agent.modelClass;"," if (modelClass) {"," // Convert modelClass to string and check if it's a valid key in MODEL_CLASSES"," const modelClassStr = modelClass as string;"," if (modelClassStr in MODEL_CLASSES) {"," // Safe to use the key since we've verified it exists"," const modelClassConfig ="," MODEL_CLASSES[modelClassStr as keyof typeof MODEL_CLASSES];"," let models: string[] = [...modelClassConfig.models];"," // Filter out models"," models = models.filter(modelId => {"," // Skip last used model to ensure rotation"," if (modelId === lastModel) return false;"," // Skip disabled models"," if (mechState.disabledModels.has(modelId)) return false;"," return true;"," if (models.length > 0) {"," // Use weighted selection based on model scores"," // Pass the model class to getModelScore to get class-specific scores"," const totalScore = models.reduce("," (sum, modelId) =>"," sum + getModelScore(modelId, modelClassStr),"," 0"," if (totalScore > 0) {"," // Weighted random selection"," let rand = Math.random() * totalScore;"," for (const modelId of models) {"," // Use class-specific score for weighting"," rand -= getModelScore(modelId, modelClassStr);"," if (rand <= 0) {"," model = modelId;"," // Fallback in case rounding errors cause us to miss"," if (!model) {"," model = models[models.length - 1];"," // If all scores are 0 for some reason, pick a random model"," models = models.sort(() => Math.random() - 0.5);"," model = models[0];"," // If modelClass isn't a valid key, fall back to 'standard'"," `Invalid model class '${modelClassStr}', falling back to standard models`"," if ('standard' in MODEL_CLASSES) {"," const standardModels ="," MODEL_CLASSES['standard' as keyof typeof MODEL_CLASSES]"," .models;"," if (standardModels.length > 0) {"," model = standardModels[0];"," return model;","magi/src/utils/agent.ts",[2587],{"_1561":444,"_1562":2588,"_438":2589,"_1565":57},507,[1566,1567,1568,1569,1570,1571,117,1592,2590,2591,2592,2593,2594,1577,2595,1576,1584,2596,1587,1589,2597,117,2598,2599,2600,2601,117,2602,117,1566,2603,2604,2605,1571,2606,2607,2608,117,2609,2610,2611,2612,2613,2614,2615,2616,2617,2613,2618,2615,2619,2620,2613,2618,2621,2622,2623,2613,2618,2624,2625,2626,2613,2618,2615,1667,2627,117,2628,1611,117,1566,2629,1571,2630,2631,2632,2633,2634,2635,2636,2637,2638,2639,2640,2641,2642,2643,2644,2645,2646,2647,2648,2649,117,2650,2651,2652,2653,2654,2655,2656,2657,2658,117,2659,2660,2661,117,2662,2663,1685,2419,2664,2665,2666,2667,2419,2668,117,2669,2670,2671,2672,2673,2674,117,2675,2676,2677,2678,2679,2680,2681,2682,2683,2684,2685,2686,117,2687,2688,2689,1667,117,2690,2691,2692,2693,2694,2695,2696,2697,2698,2699,117,2700,2701,2702,2703,1667,117,2704,2705,2706,2707,2708,2709,2710,1775,1757,2711,2712,1757,1667,1610,117,1680,2713,1683,2714,2715,2716,2717,2718,2719,2307,2720,2721,1667,2722,2723,2724,2725,2726,117,2727,2728,117,2729,2344,2730,2731,2732,2347,2733,2734,1846,2735,2736,2737,2738,2739,2038,1804,117,2740,2263,2741,1793,2742,1775,117,2743,2744,2745,2746,2747,2748,2749,2750,2751,2752,117,2753,2754,1769,2755,2756,2757,1773,2758,2759,2760,2761,2762,2763,1775,117,2764,2765,2766,1775,2767,2768,1775,2769,2770,1775,117,2771,2772,2773,2774,2775,2776,2777,2778,2779,2780,2777,2781,2782,2779,2783,2777,2784,2782,2779,2785,2777,2786,2782,2779,2787,2777,2788,2789,2790,2791,2792,2782,2779,2773,1923,2793,1718,1610,117,1680,2794,2795,2796,1683,2797,2798,117,2799,2800,2801,2139,2802,2803,2804,2805,2143,2806,2807,2808,2809,2810,2811,2812,2813,2811,2814,2815,2811,117,2816,2817,117,2818,2819,2820,1633,1663,1750,2821,2822,1633,1658,1667,117,2823,2824,2825,2826,1769,2827,2828,2829,2830,1773,2831,2832,2833,2834,2835,1800,2836,2837,1800,2838,2839,1800,117,2840,2841,117,2842,2843,2844,2845,1871,1869,2846,2847,1793,1775,1658,1667,2848,1610,117,1680,2849,2850,1683,2851,2852,2853,2854,117,2855,2856,117,2857,2858,2859,1658,117,2860,2861,2862,1658,117,2863,2864,2865,2866,117,2867,2868,2869,1804,117,2870,2871,2872,1804,1775,1658,117,2873,2874,2875,2876,2877,1775,2878,2879,1775,1658,1667,1610,117,2880,2881,2882,2883,2884,1904,2885,2886,1667,2887,2888,1667,2889,2890,2891,1667,2892,2893,1667,2894,1610,1611,117,1566,2895,1571,2896,2897,2898,2899,2900,2901,2902,117,2903,2904,2905,2906,2907,1658,2908,2909,1658,2910,2911,2912,2910,2913,2914,2909,1658,2906,2915,1658,2910,1610,117,2916,2917,2918,2919,1639,117,1640,2920,2921,2922,2923,1610,1611]," AgentDefinition,"," ModelSettings,"," AgentExportDefinition,"," ToolFunction,"," WorkerFunction,"," AgentInterface,"," ToolParameterMap,","import { createToolFunction } from './tool_call.js';","import { v4 as uuid } from 'uuid';","// Import removed to fix lint error","import { Runner } from './runner.js';","import { ModelClassID } from '../model_providers/model_data.js';","import { getAgentSpecificTools } from './custom_tool_utils.js';"," * Create a clone of an agent instance that properly handles functions"," * @param agent The agent to clone"," * @returns A new agent instance with copied properties and preserved function references","export function cloneAgent(agent: Agent): Agent {"," // Create a new object with the same prototype"," const copy = Object.create(Object.getPrototypeOf(agent)) as Agent;"," // Copy own enumerable properties"," Object.entries(agent).forEach(([key, value]) => {"," // Keep original function references, don't try to duplicate them"," if (typeof value === 'function') {"," // eslint-disable-next-line @typescript-eslint/ban-ts-comment"," // @ts-ignore - we know the index type here"," copy[key] = value;"," } else if (key === 'parent' && value instanceof Agent) {"," // For parent, keep the reference intact to preserve prototype chain"," // @ts-ignore"," } else if (Array.isArray(value)) {"," // Shallow copy array (its elements can include functions - we keep refs)"," copy[key] = [...value];"," } else if (value && typeof value === 'object') {"," // Shallow copy object (deep copy is rarely needed for config objects)"," copy[key] = { ...value };"," } else {"," // Copy primitive"," });"," return copy;"," * Agent class representing an LLM agent with tools","export class Agent implements AgentInterface {"," agent_id: string;"," name: string;"," description: string;"," instructions: string;"," parent_id?: string;"," workers?: Agent[];"," tools?: ToolFunction[];"," model?: string;"," modelClass?: ModelClassID;"," modelSettings?: ModelSettings;"," intelligence?: 'low' | 'standard' | 'high'; // Used to select the model"," maxToolCalls: number;"," maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per turn"," verifier?: Agent;"," maxVerificationAttempts: number;"," args: any;"," jsonSchema?: object; // JSON schema for structured output"," historyThread?: ResponseInput | undefined;"," cwd?: string; // Working directory for the agent (used by model providers that need a real shell)"," // Optional callback to preprocess parameters before runAgentTool"," params?: ToolParameterMap; // Map of parameter names to their definitions"," processParams?: ("," agent: AgentInterface,"," params: Record"," ) => Promise<{"," prompt: string;"," intelligence?: 'low' | 'standard' | 'high';"," }>;"," // Event handlers for tool calls and results"," onToolCall?: (toolCall: ToolCall) => Promise;"," onToolResult?: (toolCall: ToolCall, result: string) => Promise;"," // Event handlers for request and response"," onRequest?: ("," ) => Promise<[Agent, ResponseInput]>;"," onResponse?: (message: ResponseOutputMessage) => Promise;"," onThinking?: (message: ResponseThinkingMessage) => Promise;"," tryDirectExecution?: ("," ) => Promise; // Add this line"," constructor(definition: AgentDefinition) {"," this.agent_id = definition.agent_id || uuid();"," this.name = definition.name.replaceAll(' ', '_');"," this.description = definition.description;"," this.instructions = definition.instructions;"," this.tools = definition.tools || [];"," // Ensure agent-specific tools are attached once ID is assigned"," this.model = definition.model;"," this.modelClass = definition.modelClass;"," this.jsonSchema = definition.jsonSchema;"," this.params = definition.params;"," this.modelSettings = definition.modelSettings || {};"," this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if not specified"," this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; // No default, undefined means no limit"," this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;"," this.processParams = definition.processParams;"," this.historyThread = definition.historyThread;"," this.cwd = definition.cwd; // Working directory for model providers that need a real shell"," if (definition.verifier) {"," this.verifier = new Agent({ ...definition.verifier, verifier: undefined });"," this.verifier.parent_id = this.agent_id;"," this.onToolCall = definition.onToolCall;"," this.onToolResult = definition.onToolResult;"," // Assert the type to match the class property"," this.onRequest = definition.onRequest as ("," agent: Agent,"," messages: ResponseInput"," ) => Promise<[Agent, ResponseInput]>;"," this.onThinking = definition.onThinking;"," this.onResponse = definition.onResponse;"," this.tryDirectExecution = definition.tryDirectExecution; // Add this line"," // Configure JSON formatting if schema is provided"," if (this.jsonSchema) {"," if (!this.modelSettings) this.modelSettings = {};"," this.modelSettings.json_schema = this.jsonSchema;"," if (definition.workers) {"," this.workers = definition.workers.map("," (createAgentFn: WorkerFunction) => {"," // Call the function with no arguments or adjust based on what ExecutableFunction expects"," const agent = createAgentFn() as Agent;"," agent.parent_id = this.agent_id;"," return agent;"," this.tools = this.tools.concat("," this.workers.map((worker: Agent) => worker.asTool())"," * Create a tool from this agent that can be used by other agents"," asTool(): ToolFunction {"," let description = `An agent called ${this.name}.\\n\\n${this.description}`;"," if (this.tools) {"," description += `\\n\\n${this.name} has access to the following tools:\\n`;"," this.tools.forEach(tool => {"," description += `- ${tool.definition.function.name}\\n`;"," description +="," '\\nUse this as a guide when to call the agent, but let the agent decide which tools to use.';"," return createToolFunction("," async (...args: any[]) => {"," // Create a copy of the agent for this particular tool run with a unique ID"," const agent = cloneAgent(this);"," agent.agent_id = uuid();"," if (agent.processParams) {"," let paramsObj: Record;"," // Handle single object argument vs positional arguments"," args.length === 1 &&"," typeof args[0] === 'object' &&"," args[0] !== null"," // Already using named parameters"," paramsObj = args[0] as Record;"," // Convert positional arguments to named parameters based on agent.params keys"," paramsObj = {};"," const paramKeys = Object.keys(agent.params || {});"," paramKeys.forEach((key, idx) => {"," if (idx < args.length) paramsObj[key] = args[idx];"," const { prompt, intelligence } = await agent.processParams("," paramsObj"," return runAgentTool(agent, prompt, intelligence);"," // If we have standard positional arguments, convert them to a parameters object"," let task: string = typeof args[0] === 'string' ? args[0] : '';"," let context: string | undefined ="," typeof args[1] === 'string' ? args[1] : undefined;"," let warnings: string | undefined ="," typeof args[2] === 'string' ? args[2] : undefined;"," let goal: string | undefined ="," typeof args[3] === 'string' ? args[3] : undefined;"," let intelligence: ('low' | 'standard' | 'high') | undefined ="," args[4] as any;"," // If we have a single object argument with named parameters (from createToolFunction's validation),"," // extract the parameters"," args.length === 1 &&"," typeof args[0] === 'object' &&"," args[0] !== null"," const params = args[0] as Record;"," task = params.task || task;"," context = params.context || context;"," warnings = params.warnings || warnings;"," goal = params.goal || goal;"," intelligence = params.intelligence || intelligence;"," let prompt = `**Task:** ${task}`;"," if (context) {"," prompt += `\\n\\n**Context:** ${context}`;"," if (warnings) {"," prompt += `\\n\\n**Warnings:** ${warnings}`;"," if (goal) {"," prompt += `\\n\\n**Goal:** ${goal}`;"," // Standard parameter passing"," return runAgentTool(agent, prompt, intelligence);"," },"," description,"," this.params || {"," task: {"," type: 'string',"," description: `What should ${this.name} work on? Generally you should leave the way the task is performed up to the agent unless the agent previously failed. Agents are expected to work mostly autonomously.`,"," },"," context: {"," description: `What else might the ${this.name} need to know? Explain why you are asking for this - summarize the task you were given or the project you are working on. Please make it comprehensive. A couple of paragraphs is ideal.`,"," optional: true,"," warnings: {"," description: `Is there anything the ${this.name} should avoid or be aware of? You can leave this as a blank string if there's nothing obvious.`,"," goal: {"," description: `This is the final goal/output or result you expect from the task. Try to focus on the overall goal and allow the ${this.name} to make it's own decisions on how to get there. One sentence is ideal.`,"," intelligence: {"," description: `What level of intelligence do you recommend for this task?","\t\t\t\t\t- low: (under 90 IQ) Mini model used.","\t\t\t\t\t- standard: (90 - 110 IQ)","\t\t\t\t\t- high: (110+ IQ) Reasoning used.`,"," enum: ['low', 'standard', 'high'],"," this.name"," * Get the complete set of tools available to this agent"," * Combines statically assigned tools with tools from agentToolCache"," * Processes dynamic tool parameter values (descriptions and enums)"," public async getTools(): Promise {"," const combinedTools = new Map();"," // 1. Add statically assigned tools (from this.tools) or common tools as a base"," const baseTools = this.tools && this.tools.length > 0 ? this.tools : [];"," for (const tool of baseTools) {"," tool &&"," tool.definition &&"," tool.definition.function &&"," tool.definition.function.name"," // Clone the tool to avoid modifying the original"," const clonedTool = { ...tool };"," clonedTool.definition = { ...tool.definition };"," clonedTool.definition.function = {"," ...tool.definition.function,"," };"," clonedTool.definition.function.parameters = {"," ...tool.definition.function.parameters,"," clonedTool.definition.function.parameters.properties = {"," ...tool.definition.function.parameters.properties,"," // Process dynamic properties in parameters"," await this.processDynamicToolParameters(clonedTool);"," combinedTools.set("," clonedTool.definition.function.name,"," clonedTool"," '[Agent.getTools] Encountered a base tool with missing definition or name:',"," tool"," // 2. Add/override with tools from agentToolCache (via getAgentSpecificTools)"," if (this.agent_id) {"," const cachedAgentTools = getAgentSpecificTools(this.agent_id);"," for (const tool of cachedAgentTools) {"," tool &&"," tool.definition &&"," tool.definition.function &&"," tool.definition.function.name"," // Clone the tool to avoid modifying the original"," const clonedTool = { ...tool };"," clonedTool.definition = { ...tool.definition };"," clonedTool.definition.function = {"," ...tool.definition.function,"," clonedTool.definition.function.parameters = {"," ...tool.definition.function.parameters,"," clonedTool.definition.function.parameters.properties = {"," ...tool.definition.function.parameters.properties,"," // Process dynamic properties in parameters"," await this.processDynamicToolParameters(clonedTool);"," combinedTools.set("," clonedTool.definition.function.name,"," clonedTool"," ); // Overwrites if name exists"," '[Agent.getTools] Encountered a cached tool with missing definition or name:',"," tool"," return Array.from(combinedTools.values());"," * Process dynamic tool parameters (descriptions and enums)"," * @param tool The tool to process"," private async processDynamicToolParameters("," tool: ToolFunction"," ): Promise {"," const properties = tool.definition.function.parameters.properties;"," for (const paramName in properties) {"," const param = properties[paramName];"," // Process dynamic description"," if (typeof param.description === 'function') {"," param.description = param.description();"," // Process dynamic enum"," if (typeof param.enum === 'function') {"," param.enum = await param.enum();"," // Handle nested parameters in objects"," if (param.properties) {"," for (const nestedParamName in param.properties) {"," const nestedParam = param.properties[nestedParamName];"," // Process nested dynamic description"," if (typeof nestedParam.description === 'function') {"," nestedParam.description = nestedParam.description();"," // Process nested dynamic enum"," if (typeof nestedParam.enum === 'function') {"," nestedParam.enum = await nestedParam.enum();"," // Handle items for array types"," if (param.items) {"," const items = param.items as any;"," if (typeof items.description === 'function') {"," items.description = items.description();"," if (typeof items.enum === 'function') {"," items.enum = await items.enum();"," export(): AgentExportDefinition {"," // Return a simplified representation of the agent"," const agentExport: AgentExportDefinition = {"," agent_id: this.agent_id,"," name: this.name,"," if (this.model) {"," agentExport.model = this.model;"," if (this.modelClass) {"," agentExport.modelClass = this.modelClass;"," if (this.parent_id) {"," // Make sure parent is an Agent with an export method"," agentExport.parent_id = this.parent_id;"," if (this.cwd) {"," agentExport.cwd = this.cwd;"," return agentExport;"," * Run an agent and capture its streamed response, including any confidence signals","async function runAgentTool("," agent: Agent,"," prompt: string,"," intelligence?: 'low' | 'standard' | 'high'","): Promise {"," // Ensure these values are set to undefined if not provided"," agent.intelligence = intelligence || undefined;"," const modelClass = agent.modelClass || 'standard';"," switch (agent.intelligence) {"," case 'low':"," if (['standard'].includes(modelClass)) {"," agent.modelClass = 'mini';"," if (['code', 'reasoning'].includes(modelClass)) {"," agent.modelClass = 'standard';"," break;"," case 'standard':"," // No change needed?"," case 'high':"," if (['mini'].includes(modelClass)) {"," agent.modelClass = 'reasoning';"," const messages: ResponseInput = [];"," const handlers = {"," onToolCall: agent.onToolCall,"," onToolResult: agent.onToolResult,"," return await Runner.runStreamedWithTools(agent, prompt, messages, handlers);"," } catch (error) {"," console.error(`Error in ${agent.name}: ${error}`);"," return `Error in ${agent.name}: 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{ type ExecSyncOptions, execSync } from 'child_process';"," * Common type definitions for the MAGI system."," * THIS FILE IS LOCATED AT common/shared-types.ts"," * DO NOT COPY INTO ANOTHER LOCATION DURING DEVELOPMENT","declare global {"," // eslint-disable-next-line @typescript-eslint/no-namespace"," namespace NodeJS {"," interface ProcessEnv {"," NODE_ENV: 'development' | 'production';"," PROCESS_ID: string;"," CONTROLLER_PORT: string;"," HOST_HOSTNAME: string;"," OPENROUTER_API_KEY?: string;"," OPENAI_API_KEY?: string;"," ANTHROPIC_API_KEY?: string;"," GOOGLE_API_KEY?: string;"," XAI_API_KEY?: string;"," DEEPSEEK_API_KEY?: string;"," BRAVE_API_KEY?: string;"," PROJECT_REPOSITORIES?: string;"," PROJECT_PARENT_PATH?: string;"," PROCESS_PROJECTS?: string;","// Define the Agent interface to avoid circular dependency","export interface AgentInterface {"," workers?: AgentInterface[];"," modelClass?: string;"," maxToolCalls?: number;"," verifier?: AgentInterface; // Optional verifier agent"," onToolCall?: (toolCall: ToolCall) => void;"," onToolResult?: (toolCall: ToolCall, result: string) => void;"," tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition"," export(): AgentExportDefinition;"," asTool(): ToolFunction;","export interface AgentProcess {"," processId: string;"," started: Date;"," status:"," | 'started'"," | 'running'"," | 'waiting'"," | 'completed'"," | 'failed'"," | 'terminated';"," tool: ProcessToolType;"," command: string;"," output?: string;"," error?: string;"," history?: ResponseInput;"," projectIds?: string[]; // List of git repositories to mount","export type ToolParameterType ="," | 'string'"," | 'number'"," | 'boolean'"," | 'object'"," | 'array'"," | 'null';","export const validToolParameterTypes: ToolParameterType[] = ["," 'string',"," 'number',"," 'boolean',"," 'object',"," 'array',"," 'null',","];"," * Tool parameter type definitions using strict schema format for OpenAI function calling","export interface ToolParameter {"," type?: ToolParameterType;"," description?: string | (() => string);"," enum?: string[] | (() => Promise);"," items?: ToolParameter | { type: ToolParameterType; enum?: string[] | (() => Promise) };"," properties?: Record;"," required?: string[];"," optional?: boolean;"," minItems?: number;"," [key: string]: any;","export type ExecutableFunction = (...args: any[]) => Promise | string;","export type WorkerFunction = (...args: any[]) => AgentInterface;"," * Definition for a tool that can be used by an agent","export interface ToolFunction {"," function: ExecutableFunction;"," definition: ToolDefinition;"," injectAgentId?: boolean;"," injectAbortSignal?: boolean;","export interface ToolDefinition {"," type: 'function';"," function: {"," name: string;"," description: string;"," parameters: {"," type: 'object';"," properties: Record;"," required: string[];"," * Type definition for tool implementation functions","export type ToolImplementationFn = (...args: any[]) => any | Promise;","export type ToolParameterMap = {"," [key: string]:"," | string"," | ToolParameter;","};","export interface VerifierResult {"," status: 'pass' | 'fail';"," reason?: string;"," * Definition of an agent with model and tool settings","export interface AgentDefinition {"," agent_id?: string;"," workers?: WorkerFunction[];"," verifier?: AgentDefinition;"," maxVerificationAttempts?: number;"," jsonSchema?: object; // JSON schema definition for structured output"," cwd?: string; // Working directory for model providers that need a real shell context"," agent: AgentInterface, // Reverted back to AgentInterface"," ) => Promise<[any, ResponseInput]>; // Reverted back to AgentInterface"," * Definition-exportable version of the agent","export interface AgentExportDefinition {"," * Model settings for the OpenAI API","export interface ModelSettings {"," temperature?: number;"," top_p?: number;"," top_k?: number;"," max_tokens?: number;"," stop_sequence?: string;"," seed?: number;"," text?: { format: string };"," tool_choice?:"," | 'auto'"," | 'none'"," | 'required'"," | { type: string; function: { name: string } };"," sequential_tools?: boolean; // Run tools sequentially instead of in parallel"," json_schema?: object; // JSON schema for structured output"," force_json?: boolean; // Force JSON output even if model doesn't natively support it"," * Tool call data structure","export interface ToolCall {"," id: string;"," call_id?: string;"," arguments: string;","export interface ToolCallHandler {"," onEvent?: (event: StreamingEvent) => void;","export interface ResponseContentText {"," type: 'input_text';"," text: string;","export interface ResponseContentImage {"," type: 'input_image';"," detail: 'high' | 'low' | 'auto';"," file_id?: string;"," image_url?: string;","export interface ResponseContentFileInput {"," type: 'input_file';"," file_data?: string;"," filename?: string;"," * ResponseContent","export type ResponseContent ="," | string"," | Array<"," ResponseContentText | ResponseContentImage | ResponseContentFileInput"," >;"," * ResponseInput","export type ResponseInput = Array;","export type ResponseInputItem ="," | ResponseInputMessage"," | ResponseThinkingMessage"," | ResponseOutputMessage"," | ResponseInputFunctionCall"," | ResponseInputFunctionCallOutput;","export interface ResponseBaseMessage {"," type: string;"," timestamp?: number; // Timestamp for the event, shared by all event types"," * ResponseInputMessage","export interface ResponseInputMessage extends ResponseBaseMessage {"," type: 'message';"," name?: string; // deprecated"," content: ResponseContent;"," role: 'user' | 'system' | 'developer';"," status?: 'in_progress' | 'completed' | 'incomplete';"," * ResponseThinkingMessage","export interface ResponseThinkingMessage extends ResponseBaseMessage {"," type: 'thinking';"," signature?: ResponseContent;"," thinking_id?: string;"," role: 'assistant';","export interface ResponseReasoningItem extends ResponseBaseMessage {"," type: 'reasoning';"," summary: Array<{"," text: string;"," type: 'summary_text';"," }>;"," * ResponseOutputMessage","export interface ResponseOutputMessage extends ResponseBaseMessage {"," id?: string;"," status: 'in_progress' | 'completed' | 'incomplete';","export interface ResponseInputFunctionCall extends ResponseBaseMessage {"," type: 'function_call';"," call_id: string;"," arguments: string;","export interface ResponseInputFunctionCallOutput extends ResponseBaseMessage {"," type: 'function_call_output';"," name?: string;"," output: string;"," * Response data from the LLM","export interface LLMMessage {"," name?: string | undefined;"," role: string;"," content: string | null;"," tool_calls?: ToolCall[];"," call_id?: string; // For tool response messages","export interface LLMResponse extends LLMMessage {"," * Streaming event types","export type StreamEventType ="," | 'connected'"," | 'command_start'"," | 'command_done'"," | 'project_create'"," | 'project_update'"," | 'process_start'"," | 'process_running'"," | 'process_updated'"," | 'process_done'"," | 'process_failed'"," | 'process_waiting'"," | 'process_terminated'"," | 'agent_start'"," | 'agent_updated'"," | 'agent_done'"," | 'agent_status'"," | 'message_start'"," | 'message_delta'"," | 'message_complete'"," | 'talk_start'"," | 'talk_delta'"," | 'talk_complete'"," | 'audio_stream'"," | 'tool_start'"," | 'tool_delta'"," | 'tool_done'"," | 'file_start'"," | 'file_delta'"," | 'file_complete'"," | 'cost_update'"," | 'system_status'"," | 'system_update'"," | 'quota_update'"," | 'screenshot'"," | 'console'"," | 'error'"," // New types for waiting on tools"," | 'tool_wait_start'"," | 'tool_waiting'"," | 'tool_wait_complete'"," // New types for waiting on tasks"," | 'task_wait_start'"," | 'task_waiting'"," | 'task_wait_complete'"," // Git-related events"," | 'git_pull_request';"," * Base streaming event interface","export interface StreamEvent {"," type: StreamEventType;"," agent?: AgentExportDefinition;"," timestamp?: string; // Timestamp for the event, shared by all event types","// --- Tool Wait Events ---"," * Event indicating the start of waiting for a tool.","export interface ToolWaitStartEvent extends StreamEvent {"," type: 'tool_wait_start';"," runningToolId: string;"," timestamp: string;"," overseer_notification?: boolean; // Flag to let the overseer know the agent is deliberately waiting"," * Heartbeat event while waiting for a tool.","export interface ToolWaitingEvent extends StreamEvent {"," type: 'tool_waiting';"," elapsedSeconds: number;"," * Event indicating the completion of waiting for a tool.","export interface ToolWaitCompleteEvent extends StreamEvent {"," type: 'tool_wait_complete';"," result: string; // The final message returned by wait_for_running_tool"," finalStatus: string; // Status like 'completed', 'failed', 'terminated', 'timeout', 'unknown'","// --- Task Wait Events ---"," * Event indicating the start of waiting for a task.","export interface TaskWaitStartEvent extends StreamEvent {"," type: 'task_wait_start';"," taskId: string;"," * Heartbeat event while waiting for a task.","export interface TaskWaitingEvent extends StreamEvent {"," type: 'task_waiting';"," * Event indicating the completion of waiting for a task.","export interface TaskWaitCompleteEvent extends StreamEvent {"," type: 'task_wait_complete';"," result: string; // The final message returned by wait_for_running_task"," * Git pull request event for container to controller communication","export interface GitPullRequestEvent extends StreamEvent {"," type: 'git_pull_request';"," projectId: string;"," branch: string;"," message: string;"," * Agent updated streaming event","export interface ConnectedEvent extends StreamEvent {"," type: 'connected';","export interface CommandEvent extends StreamEvent {"," type: 'command_start' | 'command_done';"," targetProcessId: string;"," timestamp?: string; // Timestamp for the event","export type ProjectType ="," | 'web-static'"," | 'web-app'"," | 'game-2d'"," | 'game-3d'"," | 'mobile-app'"," | 'desktop-app'"," | 'plain';","export interface Project {"," project_id: string;"," project_type?: ProjectType;"," simple_description?: string;"," detailed_description?: string;"," repository_url?: string;"," is_generated?: boolean;"," is_ready?: boolean;"," * Project updated streaming event","export interface ProjectEvent extends StreamEvent {"," type:"," | 'project_create'"," | 'project_update';","export type ProcessToolType ="," | 'research'"," | 'browse'"," | 'web_code'"," | 'code'"," | 'other';","export interface ProcessEvent extends StreamEvent {"," | 'process_start'"," | 'process_running'"," | 'process_updated'"," | 'process_done'"," | 'process_failed'"," | 'process_waiting'"," | 'process_terminated';"," agentProcess?: AgentProcess;","export interface AgentEvent extends StreamEvent {"," type: 'agent_start' | 'agent_updated' | 'agent_done';"," agent: AgentExportDefinition;"," input?: string;","export interface AgentStatusEvent extends StreamEvent {"," type: 'agent_status';"," status: string;"," meta_data?: Record; // Replaced any with Record"," * Message streaming event","export interface MessageEventBase extends StreamEvent {"," type: StreamEventType"," content: string;"," message_id: string; // Added message_id for tracking deltas and completes"," order?: number; // Optional order property for message sorting"," thinking_content?: string;"," thinking_signature?: string;","export interface MessageEvent extends MessageEventBase {"," type: 'message_start' | 'message_delta' | 'message_complete';","export interface FileEvent extends StreamEvent {"," type: 'file_start' | 'file_delta' | 'file_complete';"," mime_type?: string;"," data_format: 'base64';"," data: string;","export interface TalkEvent extends MessageEventBase {"," type: 'talk_start' | 'talk_delta' | 'talk_complete';"," * Tool call streaming event","export interface ToolEvent extends StreamEvent {"," type: 'tool_start' | 'tool_delta' | 'tool_done';"," tool_calls: ToolCall[];"," results?: any;"," * Error streaming event","export interface ErrorEvent extends StreamEvent {"," type: 'error';"," error: string;"," * Audio streaming event","export interface AudioEvent extends StreamEvent {"," type: 'audio_stream';"," chunkIndex?: number;"," isFinalChunk?: boolean;"," data?: string;"," format?: string;"," pcmParameters?: {"," sampleRate?: number;"," channels?: number;"," bitDepth?: number;"," * Screenshot streaming event","export interface ScreenshotEvent extends StreamEvent {"," type: 'screenshot';"," data: string; // Base64 encoded image data"," url?: string; // Optional current URL"," viewport: {"," // Optional viewport rectangle for cropping/highlighting"," x: number;"," y: number;"," width: number;"," height: number;"," cursor: { x: number; y: number, button?: 'none' | 'left' | 'middle' | 'right' };"," * Console output streaming event","export interface ConsoleEvent extends StreamEvent {"," type: 'console';"," data: string; // Raw terminal output"," message_id?: string; // Optional reference to the message that generated this console output"," * Interface for model usage data","export interface ModelUsage {"," model: string;"," cost?: number;"," input_tokens?: number; // Made optional to match model_data.ts"," output_tokens?: number; // Made optional to match model_data.ts"," cached_tokens?: number;"," image_count?: number; // Added to match model_data.ts"," metadata?: Record;"," timestamp?: string | Date; // Support both string and Date types"," isFreeTierUsage?: boolean; // Added flag for free tier usage","// New interface for the core cost data structure","export interface CostUpdateData {"," time: {"," start: string;"," now: string;"," cost: {"," total: number; // Total cost accumulated"," last_min: number; // Cost accumulated in the last minute"," tokens: {"," input: number; // Total input tokens accumulated"," output: number; // Total output tokens accumulated"," models: Record; // Per-model cost and call count"," * Cost update streaming event","export interface CostUpdateEvent extends StreamEvent {"," type: 'cost_update';"," usage: ModelUsage;"," thought_delay?: number;","export interface SystemStatusEvent extends StreamEvent {"," type: 'system_status';","export interface SystemUpdateEvent extends MessageEventBase {"," type: 'system_update';"," * Quota update streaming event","export interface QuotaUpdateEvent extends StreamEvent {"," type: 'quota_update';"," quotas: Record;"," * Union type for all streaming events","export type StreamingEvent ="," | ConnectedEvent"," | CommandEvent"," | ProjectEvent"," | ProcessEvent"," | AgentEvent"," | AgentStatusEvent"," | MessageEvent"," | FileEvent"," | TalkEvent"," | ToolEvent"," | ErrorEvent"," | CostUpdateEvent"," | SystemStatusEvent"," | SystemUpdateEvent"," | QuotaUpdateEvent"," | AudioEvent"," | ScreenshotEvent"," | ConsoleEvent"," | GitPullRequestEvent"," // Add new wait events"," | ToolWaitStartEvent"," | ToolWaitingEvent"," | ToolWaitCompleteEvent"," | TaskWaitStartEvent"," | TaskWaitingEvent"," | TaskWaitCompleteEvent;"," * Process status type (used by controller)","export type ProcessStatus ="," | 'running'"," | 'completed'"," | 'failed'"," | 'terminated'"," | 'ending';"," * MagiMessage format for communication between containers and controller","export interface MagiMessage {"," event: StreamingEvent;"," * Global cost data structure for the controller","export interface GlobalCostData {"," usage: CostUpdateData; // The accumulated global usage data"," costPerMinute: number; // Calculated cost per minute since system start"," numProcesses: number; // Current number of tracked processes"," systemStartTime: string; // ISO string timestamp of when tracking started","// Socket.io event interfaces"," * Event sent when a new process is created","export interface ProcessCreateEvent {"," id: string; // Process ID"," command: string; // Command that created the process"," status: ProcessStatus; // Initial status (usually 'running')"," colors: {"," rgb: string; // Primary color (rgb)"," bgColor: string; // Background color (rgba)"," textColor: string; // Text color (rgba)"," * Event sent when new logs are available for a process","export interface ProcessLogsEvent {"," logs: string; // Log content (may include markdown)"," * Event sent when a structured message from a MAGI container is available","export interface ProcessMessageEvent {"," message: MagiMessage; // Structured message from the container"," * Event sent when a process status changes","export interface ProcessUpdateEvent {"," status: ProcessStatus; // New status"," * Event for sending a command to a specific process","export interface ProcessCommandEvent {"," processId: string; // Target process ID"," command: string; // Command to send"," sourceProcessId?: string; // Optional source process ID for process-to-process communication"," * Event for server information sent to clients","export interface ServerInfoEvent {"," version: string; // Server version"," * Position for absolute positioning of boxes","export interface BoxPosition {"," x: number;"," y: number;"," width: number;"," height: number;"," scale: number;"," * Client-side DOM element references for processes","export interface ProcessElement {"," box: HTMLElement; // Container element"," logs: HTMLElement; // Log output container"," status: HTMLElement; // Status indicator"," input?: HTMLInputElement; // Optional process-specific input field"," * App settings interface for persisting UI and feature settings","export interface AppSettings {"," uiMode: 'canvas' | 'column';"," isAudioEnabled: boolean;"," isTelegramEnabled: boolean;"," * Status of a sequential agent run","export enum RunStatus {"," SUCCESS = 'success',"," FAILURE = 'failure',"," NEEDS_RETRY = 'needs_retry',"," * Result of a sequential agent run","export interface RunResult {"," status: RunStatus;"," response: string;"," next?: string; // Optional name of the next agent to run"," metadata?: any;"," * Configuration for individual runner stages","export interface RunnerStageConfig {"," input?: ("," lastOutput: Record"," ) => ResponseInput; // Prepares the input for the agent based on past conversation history"," agent: () => any;"," next: (output: string) => string | null; // Determines the next stage based on the output. Null if this is the last stage"," * Complete configuration for runner stages","export type RunnerConfig = {"," [stage: string]: RunnerStageConfig;"," * Model provider interface","export interface ModelProvider {"," createResponseStream("," model: string,"," messages: ResponseInput,"," agent: any"," ): AsyncGenerator;"," * Model class identifier","export type ModelClassID ="," | 'standard'"," | 'mini'"," | 'reasoning'"," | 'reasoning_mini'"," | 'monologue'"," | 'metacognition'"," | 'writing'"," | 'summary'"," | 'vision'"," | 'vision_mini'"," | 'search'"," | 'image_generation'"," | 'embedding';","// --- Custom Signals for Task Flow Control ---"," * Custom error used as a signal to indicate successful task completion."," * This allows the runner to stop processing immediately when this tool is called.","export class TaskCompleteSignal extends Error {"," public readonly result: string;"," public history?: ResponseInput | undefined;"," constructor(result: string) {"," super('Task completed successfully.');"," this.name = 'TaskCompleteSignal';"," this.result = result;"," // Ensure the prototype chain is set correctly for instanceof checks"," Object.setPrototypeOf(this, TaskCompleteSignal.prototype);"," * Custom error used as a signal to indicate a fatal task error.","export class TaskFatalErrorSignal extends Error {"," public readonly errorDetails: string;"," constructor(errorDetails: string) {"," super('Task failed due to a fatal error.');"," this.name = 'TaskFatalErrorSignal';"," this.errorDetails = errorDetails;"," Object.setPrototypeOf(this, TaskFatalErrorSignal.prototype);","// ======================================================================","// UNIFIED MESSAGING SYSTEM"," * Direction of message flow between system components","export type MessageDirection ="," | 'process->server' // From Magi Process to Controller Server (via WebSocket)"," | 'server->process' // From Controller Server to Magi Process (via WebSocket)"," | 'server->client' // From Controller Server to Controller Client (via Socket.IO)"," | 'client->server'; // From Controller Client to Controller Server (via Socket.IO)"," * Client-to-server message types (extending existing StreamEventType)","export type ClientServerMessageType ="," | 'CLIENT_COMMAND_RUN' // Run a new command"," | 'CLIENT_PROCESS_TERMINATE' // Terminate a process"," | 'CLIENT_PROCESS_COMMAND' // Send a command to a specific process"," | 'CLIENT_SET_PAUSE_STATE' // Set system pause state"," | 'CLIENT_SET_UIMODE_STATE' // Change UI mode"," | 'CLIENT_SET_AUDIO_STATE' // Toggle audio"," | 'CLIENT_SET_TELEGRAM_STATE' // Toggle Telegram"," | 'CLIENT_UPDATE_APP_SETTINGS'; // Update all app settings at once"," * All possible message types","export type MessageType = StreamEventType | ClientServerMessageType;"," * Client->Server message payloads","export interface ClientCommandRunPayload {","export interface ClientProcessTerminatePayload {","export interface ClientProcessCommandPayload {"," sourceProcessId?: string;","export interface ClientSetPauseStatePayload {"," pauseState: boolean;","export interface ClientSetUIModeStatePayload {"," uiMode: 'column' | 'canvas';","export interface ClientSetAudioStatePayload {"," audioState: boolean;","export interface ClientSetTelegramStatePayload {"," telegramState: boolean;","export interface ClientUpdateAppSettingsPayload {"," settings: AppSettings;"," * Maps MessageType to its specific payload type","export type MessagePayloads = {"," // Process->Server & Server->Client payloads (using existing event interfaces)"," connected: Omit;"," command_start: Omit;"," command_done: Omit;"," project_create: Omit;"," project_update: Omit;"," process_start: Omit;"," process_running: Omit;"," process_updated: Omit;"," process_done: Omit;"," process_failed: Omit;"," process_waiting: Omit;"," process_terminated: Omit;"," agent_start: Omit;"," agent_updated: Omit;"," agent_done: Omit;"," message_start: Omit;"," message_delta: Omit;"," message_complete: Omit;"," talk_start: Omit;"," talk_delta: Omit;"," talk_complete: Omit;"," audio_stream: Omit;"," tool_start: Omit;"," tool_delta: Omit;"," tool_done: Omit;"," file_start: Omit;"," file_delta: Omit;"," file_complete: Omit;"," cost_update: Omit;"," system_status: Omit;"," quota_update: Omit;"," screenshot: Omit;"," error: Omit;"," tool_wait_start: Omit;"," tool_waiting: Omit;"," tool_wait_complete: Omit;"," task_wait_start: Omit;"," task_waiting: Omit;"," task_wait_complete: Omit;"," // Client->Server payloads"," CLIENT_COMMAND_RUN: ClientCommandRunPayload;"," CLIENT_PROCESS_TERMINATE: ClientProcessTerminatePayload;"," CLIENT_PROCESS_COMMAND: ClientProcessCommandPayload;"," CLIENT_SET_PAUSE_STATE: ClientSetPauseStatePayload;"," CLIENT_SET_UIMODE_STATE: ClientSetUIModeStatePayload;"," CLIENT_SET_AUDIO_STATE: ClientSetAudioStatePayload;"," CLIENT_SET_TELEGRAM_STATE: ClientSetTelegramStatePayload;"," CLIENT_UPDATE_APP_SETTINGS: ClientUpdateAppSettingsPayload;","// Event types","export interface ServerMessage {"," | 'command'"," | 'connect'"," | 'process_event'"," | 'project_update'"," | 'system_message'"," | 'system_command';","export interface CommandMessage extends ServerMessage {"," type: 'command' | 'connect';"," args?: {"," sourceProcessId?: string; // Added for process-to-process communication"," [key: string]: any;","export interface ProjectMessage extends ServerMessage {"," type: 'project_update';"," failed?: boolean;","export interface SystemMessage extends ServerMessage {"," type: 'system_message';","export interface SystemCommandMessage extends ServerMessage {"," type: 'system_command';","export interface ProcessEventMessage extends ServerMessage {"," type: 'process_event';","export interface ContainerConnection {"," lastMessage: Date;"," messageHistory: MagiMessage[];","// Event handler type","export type EventHandler = ("," event: any,"," sourceProcessId?: string",") => Promise;","export type MergePolicy = 'none' | 'low_risk' | 'moderate_risk' | 'all';","export type MergeAction = 'merge' | 'push_only';","export interface RiskBreakdown {"," totalRiskScore: number;"," pathRisk: string[];"," typeRisk: string[];"," patternRisk: string[];"," dependencyFileChanged: boolean;"," allowListed: boolean;"," * Change‑set metrics returned by computeMetrics()."," * All fields are normalised to the branch‑vs‑main diff (not HEAD~1).","export interface Metrics {"," /* raw size / scope */"," filesChanged: number;"," totalLines: number;"," directoryCount: number;"," hunks: number;"," /* dispersion / complexity */"," entropyNormalised: number; // 0–1"," churnRatio: number; // ≥1 (adds+dels / adds)"," cyclomaticDelta: number; // ∑ΔCC across modified functions (fallback 0)"," /* developer & history */"," developerUnfamiliarity: number; // 0–1 (1 = author never touched these files)"," /* content / pattern flags */"," secretRegexHits: number;"," apiSignatureEdits: number;"," controlFlowEdits: number;"," /* legacy risk breakdown (still useful) */"," risk: RiskBreakdown;"," * Weighted risk score in the range 0‑1; higher = riskier."," * score <= LOW_RISK_MAX ⇒ \"low\""," * score <= MOD_RISK_MAX ⇒ \"moderate\""," * else ⇒ \"high\""," score: number;","README.md",[3667],{"_1561":444,"_1562":3668,"_438":3669,"_1565":57},167,[3670,117,3671,3672,3673,3674,117,3675,117,3676,117,3677,117,3678,117,3679,117,3680,117,3681,117,3682,3683,3684,3685,117,3686,3687,3688,3689,3690,117,3691,3692,3693,3694,117,3695,3696,3697,117,3698,117,3699,117,3700,3701,3702,3703,117,3704,117,3705,3706,3707,3708,117,3709,3710,117,3711,3712,117,3713,117,3714,117,3715,117,3705,3707,3708,3710,3712,3716,3713,117,3717,3718,3719,3720,3721,117,117,3722,117,3705,3723,3724,3725,3713,117,3726,117,3705,3727,3728,117,3729,3730,3713,117,3731,117,3732,117,3733,117,3713,3734,3735,3736,3737,3738,3739,3740,3713,117,3741,117,3742,3743,3744,3745,3746,3747,3748,3744,3749,3747,3750,3744,3751,3747,117,3752,117,3753,3754,3755,3756,3757,3758,3759,3760,117,3761,117,3762,3763,3764,117,3765,117,3766,117,3767,3768,3769,3770,3771,117,3772,117,3773,117,3774],"# MAGI System","> **M**ostly","> **A**utonomous","> **G**enerative","> **I**ntelligence","The MAGI System (pronounced \"MAH-jeye\") is an ensemble autonomous AI framework designed to solve tasks with almost no human intervention.","It has a persistent chain of thought with a single AI persona Magi (pronounced \"Mag-gie\") which manages the system orchestration and task management. The system is designed to be modular and fault-tolerant. The core aim is not to solve problems as fast as possible, but in the best way possible by recovering from errors and failures gracefully.","MAGI uses an ensemble of LLM models to provide a more robust and flexible solution. It can switch between different models based on availability, cost, and performance. For it's core chain of thoughts it interleaves models continuously, offers a unique perspective on how to approach problems and helps to resolve the 'stuck in a loop' problem autonomous systems often face.","A core principal of MAGI is self-improvement. By being Open Source and using git internally for code changes, MAGI's goal is to improve itself with each task it performs and bring the best improvements back into the core code base.","Think of Magi like a co-worker. She might make some mistakes, but she learns from them and improves over time. She is not perfect, but she is getting better every day.","## Architecture Overview","Magí consists of four core components:","• **Controller Service** (`controller/`)"," - Node.js (TypeScript) Express backend + Socket.IO"," - React/HTML/CSS frontend (UI at http://localhost:3010)"," - Manages Docker agent containers via Dockerode","• **Magi Agents** (`magi/`)"," - TypeScript runtime executing chain-of-thought loops"," - Tool integrations: browser automation (CDP), shell, web search, code execution"," - Runs in isolated Docker containers (`magi-base` image)"," - Supports multiple LLM providers with fallback and cost tracking","• **Browser Bridge** (`host/`)"," - CLI to launch/kill/toggle Chrome via DevTools Protocol"," - Manages user-data directories, profile cloning and merging"," - Commands: `npm run browser:start|status|kill|toggle|clone-profile|merge-profile`","• **Shared Database** (`db/`)"," - PostgreSQL + pgvector for history, memory, and usage tracking"," - Migrations in `db/migrations`, auto-run on controller startup","## Installation","### Prerequisites","- Node.js v18+ (npm)","- Docker & Docker Compose v2+","- Google Chrome or Chromium (for CDP)","- API keys for OpenAI, Anthropic, Google GenAI, etc.","### Setup","```bash","# Clone the repository","git clone https://github.com/has-context/magi-system.git","cd magi-system","# Install dependencies","npm install","# Run the automated setup","npm run setup","```","## Usage","### Starting the System","npm run dev","This will:","- Launch a detached CDP Chrome instance","- Build Docker images (controller & magi-base)","- Start Postgres and controller (`docker compose up`)","- Serve the web UI at http://localhost:3010","### Running Tests","npm test # Unit & integration (Vitest)","cd test/playwright && npm install","npm run test:e2e # End-to-end (Playwright)","### Testing Individual Components","# Test the MAGI Docker backend","test/magi-docker.sh -p \"your prompt here\"","# Test individual agents directly","test/magi-node.sh -p \"your prompt here\" -a ","Replace `` with one of: `supervisor`, `code`, `browser`, `shell`, `search`, `reasoning`, or `worker`.","## Development","### Project Structure","common/ Shared TS types & templates","db/ Postgres migrations","host/ Browser bridge CLI","controller/ Web UI & container manager","magi/ Agent runtime & model providers","test/ E2E tests (Playwright)","docker-compose.yml","### Development Workflow","1. Edit code in `host/`, `controller/`, or `magi/`","2. Lint & type-check:"," ```bash"," npm run lint"," npm run lint:fix"," ```","3. Run tests:"," npm test","4. Build & run locally:"," npm run dev","## Key Features","- **Multi-Provider Support**: Works with OpenAI, Claude, Google Gemini, and other LLM providers","- **Fallback Mechanism**: Automatically falls back to alternative models when rate limits are encountered","- **Quota Management**: Tracks usage quotas across providers to optimize cost","- **Streaming Responses**: Real-time streaming of LLM outputs and tool usage","- **Tool Integration**: Agents can use tools like web search, code execution, and browser automation","- **Browser Integration**: Chrome extension allows direct interaction with the web browser","- **Cost Tracking**: Monitors and reports on API usage costs","- **Verifier Agents**: Optional verifier agents can call any tools; failures trigger automatic retries (default 2)","## Command Line Utilities","- **List Process Output**: `./scripts/list-output.sh`","- **Clear Process Output**: `./scripts/clear-process-output.sh `","- **Clear All Output**: `./scripts/clear-output.sh`","## Testing","The system includes a comprehensive testing suite using Playwright:","- **Model Tests**: Tests for model providers and their interactions","- **Agent Tests**: Tests for agent functionality and tool usage","- **Runner Tests**: Tests for agent execution and fallback mechanisms","- **API Tests**: Tests for internal API functionality","- **E2E Tests**: End-to-end tests of system components","The testing framework includes a specialized test provider (`test_provider.ts`) that simulates various LLM behaviors without requiring real API calls.","## License","See the [LICENSE](LICENSE) file for details.","message",[3777,3778,3779,3780,3781,3782,3783,3784,3785,3786,3787,3788,3789,3790,3791,3792,3793],{"_453":45,"_45":3821},{"_453":3802,"_1554":3665,"_1561":3819,"_1562":3820},{"_453":45,"_45":3818},{"_453":3802,"_1554":2924,"_1561":3816,"_1562":3817},{"_453":45,"_45":3815},{"_453":3802,"_1554":2924,"_1561":3813,"_1562":3814},{"_453":45,"_45":3812},{"_453":3802,"_1554":2585,"_1561":3810,"_1562":3811},{"_453":45,"_45":3809},{"_453":3802,"_1554":1555,"_1561":3807,"_1562":3808},{"_453":3802,"_1554":1555,"_1561":3805,"_1562":3806},{"_453":45,"_45":3804},{"_453":3802,"_1554":2585,"_1561":3803,"_1562":2588},{"_453":45,"_45":3801},{"_453":3794,"_3795":3799,"_1561":444,"_1562":3800},{"_453":45,"_45":3798},{"_453":3794,"_3795":3796,"_1561":444,"_1562":3797},"terminal_chunk_citation","terminal_chunk_id","80094b",41,"\n- ❌ `npm run test:tools` (failed: `docker` not found)","ede8e0",19,"\n\n**Testing**\n\n- ❌ `npm run lint:fix` (failed to find `@eslint/js`)","repo_file_citation",464,"\n- Simplified `runAgentTool` to delegate directly to `runStreamedWithTools` while preserving tool callbacks",930,978,458,486,"\n- Added a helper `verifyRun` and integrated verification logic into `runStreamedWithTools` for automatic retries on failure",121,144,"\n- Initialized the verifier agent in the `Agent` constructor with recursion prevention and default retry attempts",152,165,"\n- Left `maxVerificationAttempts` on `AgentDefinition` so agents can configure retry counts",32,50,"\n- Updated `AgentInterface` so the verifier property references another `AgentInterface` and removed the redundant `maxVerificationAttempts` field",138,146,"**Clarification**\n- The linter and tool tests still fail in this environment because `@eslint/js` and `docker` are unavailable.\n\n**Summary**\n\n- Documented the new verifier agents feature in the README","follow_up_diff","output_diff",{"_107":3823,"_3825":3826,"_143":3827,"_3828":-5,"_260":3829,"_3830":-5,"_3831":444,"_3832":444,"_3833":3834,"_3835":3836,"_3837":-5},"repo_id","/workspace/magi-system","b225eb6a45d9b23f6d24a45ae9f642da2fe1955f","preapply_patch_base_commit_sha","diff --git a/common/shared-types.ts b/common/shared-types.ts\nindex f1046fa..68fa35c 100644\n--- a/common/shared-types.ts\n+++ b/common/shared-types.ts\n@@ -19,52 +19,51 @@ declare global {\n ANTHROPIC_API_KEY?: string;\n GOOGLE_API_KEY?: string;\n XAI_API_KEY?: string;\n DEEPSEEK_API_KEY?: string;\n BRAVE_API_KEY?: string;\n PROJECT_REPOSITORIES?: string;\n PROJECT_PARENT_PATH?: string;\n PROCESS_PROJECTS?: string;\n }\n }\n }\n \n // Define the Agent interface to avoid circular dependency\n export interface AgentInterface {\n agent_id: string;\n name: string;\n description: string;\n instructions: string;\n parent_id?: string;\n workers?: AgentInterface[];\n tools?: ToolFunction[];\n model?: string;\n modelClass?: string;\n modelSettings?: ModelSettings;\n maxToolCalls?: number;\n- verifier?: AgentDefinition; // Optional verifier agent\n- maxVerificationAttempts?: number; // Number of retries allowed\n+ verifier?: AgentInterface; // Optional verifier agent\n onToolCall?: (toolCall: ToolCall) => void;\n onToolResult?: (toolCall: ToolCall, result: string) => void;\n tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\n export(): AgentExportDefinition;\n asTool(): ToolFunction;\n }\n \n export interface AgentProcess {\n processId: string;\n started: Date;\n status:\n | 'started'\n | 'running'\n | 'waiting'\n | 'completed'\n | 'failed'\n | 'terminated';\n tool: ProcessToolType;\n command: string;\n name: string;\n output?: string;\n error?: string;\n history?: ResponseInput;\n projectIds?: string[]; // List of git repositories to mount\n }\n","external_storage_diff","files_modified","lines_added","lines_removed",2,"commit_message","fix: align verifier type with Agent implementation","additional_parent_commit_shas","pr","pr_title","pr_message",{"_107":3823,"_3825":168,"_143":3843,"_3828":-5,"_260":3844,"_3830":-5,"_3831":3845,"_3832":3846,"_3833":3847,"_3835":3836,"_3837":-5},"pre_apply_patch","745b81dcfb4c6822c033b17836d325c2fbcf22f2","diff --git a/README.md b/README.md\nindex 616a354..165aa3f 100644\n--- a/README.md\n+++ b/README.md\n@@ -120,47 +120,48 @@ docker-compose.yml\n \n 1. Edit code in `host/`, `controller/`, or `magi/`\n 2. Lint & type-check:\n ```bash\n npm run lint\n npm run lint:fix\n ```\n 3. Run tests:\n ```bash\n npm test\n ```\n 4. Build & run locally:\n ```bash\n npm run dev\n ```\n \n ## Key Features\n \n - **Multi-Provider Support**: Works with OpenAI, Claude, Google Gemini, and other LLM providers\n - **Fallback Mechanism**: Automatically falls back to alternative models when rate limits are encountered\n - **Quota Management**: Tracks usage quotas across providers to optimize cost\n - **Streaming Responses**: Real-time streaming of LLM outputs and tool usage\n - **Tool Integration**: Agents can use tools like web search, code execution, and browser automation\n - **Browser Integration**: Chrome extension allows direct interaction with the web browser\n - **Cost Tracking**: Monitors and reports on API usage costs\n+- **Verifier Agents**: Optional verifier agents can call any tools; failures trigger automatic retries (default 2)\n \n ## Command Line Utilities\n \n - **List Process Output**: `./scripts/list-output.sh`\n - **Clear Process Output**: `./scripts/clear-process-output.sh `\n - **Clear All Output**: `./scripts/clear-output.sh`\n \n ## Testing\n \n The system includes a comprehensive testing suite using Playwright:\n \n - **Model Tests**: Tests for model providers and their interactions\n - **Agent Tests**: Tests for agent functionality and tool usage\n - **Runner Tests**: Tests for agent execution and fallback mechanisms\n - **API Tests**: Tests for internal API functionality\n - **E2E Tests**: End-to-end tests of system components\n \n The testing framework includes a specialized test provider (`test_provider.ts`) that simulates various LLM behaviors without requiring real API calls.\n \n ## License\n \n See the [LICENSE](LICENSE) file for details.\ndiff --git a/common/shared-types.ts b/common/shared-types.ts\nindex e402727..68fa35c 100644\n--- a/common/shared-types.ts\n+++ b/common/shared-types.ts\n@@ -19,50 +19,51 @@ declare global {\n ANTHROPIC_API_KEY?: string;\n GOOGLE_API_KEY?: string;\n XAI_API_KEY?: string;\n DEEPSEEK_API_KEY?: string;\n BRAVE_API_KEY?: string;\n PROJECT_REPOSITORIES?: string;\n PROJECT_PARENT_PATH?: string;\n PROCESS_PROJECTS?: string;\n }\n }\n }\n \n // Define the Agent interface to avoid circular dependency\n export interface AgentInterface {\n agent_id: string;\n name: string;\n description: string;\n instructions: string;\n parent_id?: string;\n workers?: AgentInterface[];\n tools?: ToolFunction[];\n model?: string;\n modelClass?: string;\n modelSettings?: ModelSettings;\n maxToolCalls?: number;\n+ verifier?: AgentInterface; // Optional verifier agent\n onToolCall?: (toolCall: ToolCall) => void;\n onToolResult?: (toolCall: ToolCall, result: string) => void;\n tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\n export(): AgentExportDefinition;\n asTool(): ToolFunction;\n }\n \n export interface AgentProcess {\n processId: string;\n started: Date;\n status:\n | 'started'\n | 'running'\n | 'waiting'\n | 'completed'\n | 'failed'\n | 'terminated';\n tool: ProcessToolType;\n command: string;\n name: string;\n output?: string;\n error?: string;\n history?: ResponseInput;\n projectIds?: string[]; // List of git repositories to mount\n }\n@@ -117,65 +118,72 @@ export interface ToolFunction {\n */\n export interface ToolDefinition {\n type: 'function';\n function: {\n name: string;\n description: string;\n parameters: {\n type: 'object';\n properties: Record;\n required: string[];\n };\n };\n }\n \n /**\n * Type definition for tool implementation functions\n */\n export type ToolImplementationFn = (...args: any[]) => any | Promise;\n \n export type ToolParameterMap = {\n [key: string]:\n | string\n | ToolParameter;\n };\n \n+export interface VerifierResult {\n+ status: 'pass' | 'fail';\n+ reason?: string;\n+}\n+\n /**\n * Definition of an agent with model and tool settings\n */\n export interface AgentDefinition {\n agent_id?: string;\n name: string;\n description: string;\n instructions: string;\n workers?: WorkerFunction[];\n tools?: ToolFunction[];\n model?: string;\n modelClass?: ModelClassID;\n modelSettings?: ModelSettings;\n maxToolCalls?: number;\n maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per turn\n+ verifier?: AgentDefinition;\n+ maxVerificationAttempts?: number;\n jsonSchema?: object; // JSON schema definition for structured output\n historyThread?: ResponseInput | undefined;\n cwd?: string; // Working directory for model providers that need a real shell context\n \n onToolCall?: (toolCall: ToolCall) => Promise;\n onToolResult?: (toolCall: ToolCall, result: string) => Promise;\n onRequest?: (\n agent: AgentInterface, // Reverted back to AgentInterface\n messages: ResponseInput\n ) => Promise<[any, ResponseInput]>; // Reverted back to AgentInterface\n onResponse?: (message: ResponseOutputMessage) => Promise;\n onThinking?: (message: ResponseThinkingMessage) => Promise;\n tryDirectExecution?: (\n messages: ResponseInput\n ) => Promise; // Add this line\n \n params?: ToolParameterMap; // Map of parameter names to their definitions\n processParams?: (\n agent: AgentInterface,\n params: Record\n ) => Promise<{\n prompt: string;\n intelligence?: 'low' | 'standard' | 'high';\n }>;\n }\ndiff --git a/magi/src/utils/agent.ts b/magi/src/utils/agent.ts\nindex 215db88..11ec3bd 100644\n--- a/magi/src/utils/agent.ts\n+++ b/magi/src/utils/agent.ts\n@@ -1,54 +1,52 @@\n /**\n * Agent framework for the MAGI system.\n *\n * This module defines the Agent class and the runner for executing LLM agents\n * with tools.\n */\n \n import {\n AgentDefinition,\n ModelSettings,\n AgentExportDefinition,\n- ToolEvent,\n ToolFunction,\n WorkerFunction,\n- StreamingEvent,\n ResponseInput,\n AgentInterface,\n ToolCall,\n ResponseThinkingMessage,\n ToolParameterMap,\n ResponseOutputMessage,\n } from '../types/shared-types.js';\n import { createToolFunction } from './tool_call.js';\n \n import { v4 as uuid } from 'uuid';\n // Import removed to fix lint error\n import { Runner } from './runner.js';\n import { ModelClassID } from '../model_providers/model_data.js';\n-import { truncateLargeValues } from './file_utils.js';\n+\n import { getAgentSpecificTools } from './custom_tool_utils.js';\n \n /**\n * Create a clone of an agent instance that properly handles functions\n * @param agent The agent to clone\n * @returns A new agent instance with copied properties and preserved function references\n */\n export function cloneAgent(agent: Agent): Agent {\n // Create a new object with the same prototype\n const copy = Object.create(Object.getPrototypeOf(agent)) as Agent;\n \n // Copy own enumerable properties\n Object.entries(agent).forEach(([key, value]) => {\n // Keep original function references, don't try to duplicate them\n if (typeof value === 'function') {\n // eslint-disable-next-line @typescript-eslint/ban-ts-comment\n // @ts-ignore - we know the index type here\n copy[key] = value;\n } else if (key === 'parent' && value instanceof Agent) {\n // For parent, keep the reference intact to preserve prototype chain\n // eslint-disable-next-line @typescript-eslint/ban-ts-comment\n // @ts-ignore\n copy[key] = value;\n } else if (Array.isArray(value)) {\n // Shallow copy array (its elements can include functions - we keep refs)\n@@ -66,99 +64,107 @@ export function cloneAgent(agent: Agent): Agent {\n // @ts-ignore\n copy[key] = value;\n }\n });\n \n return copy;\n }\n \n /**\n * Agent class representing an LLM agent with tools\n */\n export class Agent implements AgentInterface {\n agent_id: string;\n name: string;\n description: string;\n instructions: string;\n parent_id?: string;\n workers?: Agent[];\n tools?: ToolFunction[];\n model?: string;\n modelClass?: ModelClassID;\n modelSettings?: ModelSettings;\n intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\n maxToolCalls: number;\n maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per turn\n+ verifier?: Agent;\n+ maxVerificationAttempts: number;\n args: any;\n jsonSchema?: object; // JSON schema for structured output\n historyThread?: ResponseInput | undefined;\n cwd?: string; // Working directory for the agent (used by model providers that need a real shell)\n \n // Optional callback to preprocess parameters before runAgentTool\n params?: ToolParameterMap; // Map of parameter names to their definitions\n processParams?: (\n agent: AgentInterface,\n params: Record\n ) => Promise<{\n prompt: string;\n intelligence?: 'low' | 'standard' | 'high';\n }>;\n \n // Event handlers for tool calls and results\n onToolCall?: (toolCall: ToolCall) => Promise;\n onToolResult?: (toolCall: ToolCall, result: string) => Promise;\n \n // Event handlers for request and response\n onRequest?: (\n agent: Agent,\n messages: ResponseInput\n ) => Promise<[Agent, ResponseInput]>;\n onResponse?: (message: ResponseOutputMessage) => Promise;\n onThinking?: (message: ResponseThinkingMessage) => Promise;\n tryDirectExecution?: (\n messages: ResponseInput\n ) => Promise; // Add this line\n \n constructor(definition: AgentDefinition) {\n this.agent_id = definition.agent_id || uuid();\n this.name = definition.name.replaceAll(' ', '_');\n this.description = definition.description;\n this.instructions = definition.instructions;\n this.tools = definition.tools || [];\n \n // Ensure agent-specific tools are attached once ID is assigned\n this.model = definition.model;\n this.modelClass = definition.modelClass;\n this.jsonSchema = definition.jsonSchema;\n this.params = definition.params;\n this.modelSettings = definition.modelSettings || {};\n this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if not specified\n this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; // No default, undefined means no limit\n+ this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\n this.processParams = definition.processParams;\n this.historyThread = definition.historyThread;\n this.cwd = definition.cwd; // Working directory for model providers that need a real shell\n \n+ if (definition.verifier) {\n+ this.verifier = new Agent({ ...definition.verifier, verifier: undefined });\n+ this.verifier.parent_id = this.agent_id;\n+ }\n+\n this.onToolCall = definition.onToolCall;\n this.onToolResult = definition.onToolResult;\n // Assert the type to match the class property\n this.onRequest = definition.onRequest as (\n agent: Agent,\n messages: ResponseInput\n ) => Promise<[Agent, ResponseInput]>;\n this.onThinking = definition.onThinking;\n this.onResponse = definition.onResponse;\n this.tryDirectExecution = definition.tryDirectExecution; // Add this line\n \n // Configure JSON formatting if schema is provided\n if (this.jsonSchema) {\n if (!this.modelSettings) this.modelSettings = {};\n this.modelSettings.json_schema = this.jsonSchema;\n }\n \n if (definition.workers) {\n this.workers = definition.workers.map(\n (createAgentFn: WorkerFunction) => {\n // Call the function with no arguments or adjust based on what ExecutableFunction expects\n const agent = createAgentFn() as Agent;\n agent.parent_id = this.agent_id;\n return agent;\n }\n@@ -465,133 +471,37 @@ async function runAgentTool(\n \n const modelClass = agent.modelClass || 'standard';\n switch (agent.intelligence) {\n case 'low':\n if (['standard'].includes(modelClass)) {\n agent.modelClass = 'mini';\n }\n if (['code', 'reasoning'].includes(modelClass)) {\n agent.modelClass = 'standard';\n }\n break;\n case 'standard':\n // No change needed?\n break;\n case 'high':\n if (['mini'].includes(modelClass)) {\n agent.modelClass = 'standard';\n }\n if (['standard'].includes(modelClass)) {\n agent.modelClass = 'reasoning';\n }\n break;\n }\n \n const messages: ResponseInput = [];\n- let toolResultsToInclude = '';\n- const toolCalls: any[] = [];\n+ const handlers = {\n+ onToolCall: agent.onToolCall,\n+ onToolResult: agent.onToolResult,\n+ };\n \n try {\n- console.log(\n- `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\n- prompt\n- );\n-\n- // Set up handlers for the unified streaming function\n- const handlers = {\n- onToolCall: (toolCall: ToolCall) => {\n- console.log(`${agent.name} intercepted tool call:`, toolCall);\n- toolCalls.push(toolCall);\n- },\n- onToolResult: (toolCall: ToolCall, result: string) => {\n- try {\n- console.log(\n- `${agent.name} intercepted tool result:`,\n- truncateLargeValues(result)\n- );\n- if (result) {\n- const resultString =\n- typeof result === 'string'\n- ? result\n- : JSON.stringify(result, null, 2);\n-\n- // Store results so we can include them in the response if needed\n- toolResultsToInclude += resultString + '\\n';\n- console.log(\n- `${agent.name} captured tool result: ${resultString.substring(0, 100)}...`\n- );\n- }\n- } catch (err) {\n- console.error(\n- `Error processing intercepted tool result in ${agent.name}:`,\n- err\n- );\n- }\n- },\n- onEvent: (event: StreamingEvent) => {\n- // Capture tool results from tool_done events\n- if (event.type === 'tool_done') {\n- try {\n- const toolEvent = event as ToolEvent;\n- const results = toolEvent.results;\n- if (results) {\n- const resultString =\n- typeof results === 'string'\n- ? results\n- : JSON.stringify(results, null, 2);\n-\n- // Only add to results if it's not already included\n- if (\n- !toolResultsToInclude.includes(\n- resultString.substring(\n- 0,\n- Math.min(50, resultString.length)\n- )\n- )\n- ) {\n- toolResultsToInclude += resultString + '\\n';\n- console.log(\n- `${agent.name} captured tool result from stream: ${resultString.substring(0, 100)}...`\n- );\n- }\n- }\n- } catch (err) {\n- console.error(\n- `Error processing tool result in ${agent.name}:`,\n- err\n- );\n- }\n- }\n- },\n- };\n-\n- // Run the agent with the unified function\n- let response = await Runner.runStreamedWithTools(\n- agent,\n- prompt,\n- messages,\n- handlers\n- );\n-\n- // If we have a response but it doesn't seem to include tool results, append them\n- if (\n- response &&\n- toolResultsToInclude &&\n- !response.includes(\n- toolResultsToInclude.substring(\n- 0,\n- Math.min(50, toolResultsToInclude.length)\n- )\n- )\n- ) {\n- // Only append if the tool results aren't already reflected in the response\n- console.log(`${agent.name} appending tool results to response`);\n- response += '\\n\\nTool Results:\\n' + toolResultsToInclude;\n- }\n-\n- console.log(`${agent.name} final response: ${response}`);\n- return response || `No response from ${agent.name.toLowerCase()}`;\n+ return await Runner.runStreamedWithTools(agent, prompt, messages, handlers);\n } catch (error) {\n console.error(`Error in ${agent.name}: ${error}`);\n return `Error in ${agent.name}: ${error}`;\n }\n }\ndiff --git a/magi/src/utils/runner.ts b/magi/src/utils/runner.ts\nindex 5a5d22c..513e3d1 100644\n--- a/magi/src/utils/runner.ts\n+++ b/magi/src/utils/runner.ts\n@@ -1,48 +1,49 @@\n /**\n * Agent framework for the MAGI system.\n *\n * This module defines the Agent class and the runner for executing LLM agents\n * with tools.\n */\n \n import type {\n StreamingEvent,\n ToolEvent,\n MessageEvent,\n ToolCall,\n ResponseInput,\n ToolCallHandler,\n RunnerConfig,\n ResponseInputItem,\n ResponseInputFunctionCall,\n ResponseInputFunctionCallOutput,\n ResponseInputMessage,\n ResponseThinkingMessage,\n StreamEventType,\n ErrorEvent,\n ResponseOutputMessage,\n+ VerifierResult,\n } from '../types/shared-types.js';\n import { Agent } from './agent.js';\n import { getModelProvider } from '../model_providers/model_provider.js';\n import {\n findModel,\n MODEL_CLASSES,\n ModelClassID,\n ModelEntry,\n } from '../model_providers/model_data.js';\n import { getModelFromClass } from '../model_providers/model_provider.js';\n import { processToolCall } from './tool_call.js';\n import { capitalize } from './llm_utils.js';\n import { getCommunicationManager, sendComms } from './communication.js';\n import { isPaused, sleep } from './communication.js';\n import { mechState, getModelScore } from './mech_state.js';\n \n const EVENT_TIMEOUT_MS = 300000; // 5 min timeout for events\n \n // Define a specific error type for clarity\n class TimeoutError extends Error {\n constructor(message: string) {\n super(message);\n this.name = 'TimeoutError';\n }\n }\n@@ -431,61 +432,95 @@ export class Runner {\n '[Runner] All models tried or no fallbacks available. Run failed.'\n );\n // No more models left. The generator will implicitly finish here.\n return;\n } else {\n console.log(\n '[Runner] Attempting fallback to next model:',\n selectedModel\n );\n // The while loop will continue with the new selectedModel\n }\n }\n } // End of while(selectedModel) loop\n \n // This point should only be reached if the initial model selection failed (selectedModel was null/undefined initially)\n console.error(\n '[Runner] No suitable model found to even start the run.'\n );\n yield {\n type: 'error',\n agent: agent.export(), // Agent state before attempting models\n error: 'No suitable initial model found for the specified criteria.',\n };\n } // End of runStreamed\n \n+ /**\n+ * Run a verifier agent against `output` and return its structured result.\n+ * The verifier must return JSON or a plain string that parses into VerifierResult.\n+ */\n+ static async verifyRun(\n+ verifier: Agent,\n+ output: string,\n+ history: ResponseInput,\n+ handlers: ToolCallHandler,\n+ allowed: StreamEventType[] | null,\n+ ): Promise {\n+ const verifyPrompt = `\\nYou are the verifier for agent \"${verifier.parent_id}\".\\nReturn JSON: {\"status\":\"pass\"|\"fail\",\"reason\":\"…optional…\"}\\nUser output:\\n<<<\\n${output}\\n>>>\\n`;\n+\n+ const raw = await Runner.runStreamedWithTools(\n+ verifier,\n+ verifyPrompt,\n+ history,\n+ handlers,\n+ allowed,\n+ 0,\n+ undefined,\n+ true\n+ );\n+\n+ try {\n+ return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.parse(String(raw));\n+ } catch {\n+ const txt = raw.toString().trim().toLowerCase();\n+ return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fail', reason: raw as string };\n+ }\n+ }\n+\n /**\n * Unified function to run an agent with streaming and handle all events including tool calls\n */\n static async runStreamedWithTools(\n agent: Agent,\n input?: string,\n conversationHistory: ResponseInput = [],\n handlers: ToolCallHandler = {},\n allowedEvents: StreamEventType[] | null = null,\n toolCallCount = 0, // Track the number of tool call iterations across recursive calls\n- communicationManager?: any // Add optional communicationManager parameter\n+ communicationManager?: any, // Add optional communicationManager parameter\n+ skipVerifier = false,\n+ verificationAttempt = 0\n ): Promise {\n let fullResponse = '';\n let collectedToolCalls: ToolCall[] = [];\n const collectedToolResults: {\n id?: string;\n call_id: string;\n output: string;\n }[] = [];\n \n try {\n conversationHistory = [...conversationHistory]; // Clone so that additional messages don't affect the original\n \n const stream = this.runStreamed(agent, input, conversationHistory);\n \n // Start with initial messages - convert standard message format to responses format\n const messageItems: ResponseInput = [...conversationHistory];\n \n if (input) {\n // Add the user input message\n messageItems.push({\n type: 'message',\n role: 'user',\n content: input,\n });\n }\n@@ -881,50 +916,91 @@ export class Runner {\n }\n \n // If force_json is true and parsing failed, we might want to retry\n // But for now, just use the successfully parsed result\n if (jsonResponse) {\n // Replace the full response with pretty-printed JSON\n fullResponse = JSON.stringify(jsonResponse, null, 2);\n }\n } catch (error) {\n console.error(\n `[Runner] Error handling JSON response for agent ${agent.name}:`,\n error\n );\n \n // If force_json is true, we could retry here\n if (agent.modelSettings?.force_json) {\n console.warn(\n \"[Runner] force_json is true but couldn't get valid JSON. Consider implementing retry logic.\"\n );\n }\n }\n }\n \n agent.model = undefined; // Allow a new model to be selected for the next run\n \n+ // ── post-run verification ──────────────────────────────────────────────\n+ if (!skipVerifier && agent.verifier) {\n+ const vResult = await Runner.verifyRun(\n+ agent.verifier,\n+ fullResponse,\n+ conversationHistory,\n+ handlers,\n+ allowedEvents\n+ );\n+\n+ if (\n+ vResult.status === 'fail' &&\n+ verificationAttempt < agent.maxVerificationAttempts\n+ ) {\n+ console.warn(\n+ `[Runner] verifier failed: ${vResult.reason ?? '(no reason)'}`\n+ );\n+ const retryHistory: ResponseInput = [\n+ ...conversationHistory,\n+ { type: 'message', role: 'assistant', content: fullResponse },\n+ {\n+ type: 'message',\n+ role: 'developer',\n+ content: `Verifier feedback:\\n${vResult.reason ?? '(none)'}`,\n+ },\n+ ];\n+\n+ return await Runner.runStreamedWithTools(\n+ agent,\n+ '',\n+ retryHistory,\n+ handlers,\n+ allowedEvents,\n+ toolCallCount,\n+ communicationManager,\n+ false,\n+ verificationAttempt + 1\n+ );\n+ }\n+ }\n+\n return fullResponse;\n } catch (error) {\n // Handle other errors\n console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\n // Consider wrapping non-signal errors if needed, or just re-throw\n throw error; // Re-throw other errors\n }\n }\n \n /**\n * Runs a sequence of agents where each agent can pass data to the next agent in the chain.\n * The sequence continues until either all agents have run, a failure occurs, or the maximum\n * retry count is reached for any stage.\n *\n * @param agentSequence An object mapping stage names to agent factory functions\n * @param input The initial input to the first agent\n * @param maxRetries Maximum number of retries per stage before giving up\n * @param maxTotalRetries Maximum total retries across all stages before giving up\n * @returns The final response from the last successful agent in the chain\n */\n static async runSequential(\n agentSequence: RunnerConfig,\n input: string,\n maxRetries: number = 3,\n maxTotalRetries: number = 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Each result is processed with `truncateLargeValues` to avoid excessively long outputs.\n\n**Summary**\n\n- Imported `truncateLargeValues` into `runner.ts` for truncating large tool outputs【F:magi/src/utils/runner.ts†L20-L40】\n- After verification, gathered all `function_call_output` messages, truncated their values, and appended them under a “Tool Results:” section before returning the response【F:magi/src/utils/runner.ts†L983-L1018】\n\n**Testing**\n\n- ❌ `npm run lint:fix` (failed to find `@eslint/js`)【ac10e9†L1-L16】\n- ❌ `npm run test:tools` (failed: `docker` not found)【c0db75†L1-L38】",{},"36d012a8-7092-4b75-a99e-10c388bbdc13",{"_111":465,"_161":466,"_445":4125},{"_453":45,"_454":4124},{},[464],{},"8cea191d-1027-4ee4-bf0c-7538574d315f",{"_111":108,"_161":-5,"_445":4131},{"_453":473,"_228":474,"_475":-5,"_45":4130},{"_451":472},"{\"title\":\"Implement verifier agent framework\", \"body\":\"## Summary\\n- add `VerifierResult` type and verifier fields to agent types\\n- instantiate verifier agent and add config in `Agent` constructor\\n- implement `Runner.verifyRun` helper and verification logic\\n- simplify `runAgentTool` wrapper\\n- document verifier agent feature in README\\n- include truncated tool results in `runStreamedWithTools` output\\n\\n## Testing\\n- `npm run lint:fix` *(fails: Cannot find package '@eslint/js')*\\n- `npm run test:tools` *(fails: docker not found)*\"}",{},"cb065364-0c57-465c-8847-d09d04258b30",{"_111":108,"_161":-5,"_445":4138},{"_453":45,"_454":4136},{"_482":57,"_483":484,"_451":452},[4137],"Time to summarize the patch, note the failed tests, and mention changes in runner.ts.",{},"19494e80-fc03-4209-bea6-b9f6a4089f3b",{"_111":465,"_161":494,"_445":4145},{"_453":45,"_454":4143},{},[4144],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4292, \"output\": [\"root@44aacb326f96:/workspace/magi-system# nl -ba magi/src/utils/runner.ts | sed\", \"-n '952,1035p'\", \" 952 if (\", \" 953 vResult.status === 'fail' &&\", \" 954 verificationAttempt < agent.maxVerificationAttempts\", \" 955 ) {\", \" 956 console.warn(\", \" 957 `[Runner] verifier failed: ${vResult.reason ?? '\", \"(no reason)'}`\", \" 958 );\", \" 959 const retryHistory: ResponseInput = [\", \" 960 ...conversationHistory,\", \" 961 { type: 'message', role: 'assistant', content: f\", \"ullResponse },\", \" 962 {\", \" 963 type: 'message',\", \" 964 role: 'developer',\", \" 965 content: `Verifier feedback:\\\\n${vResult.reas\", \"on ?? '(none)'}`,\", \" 966 },\", \" 967 ];\", \" 968\", \" 969 return await Runner.runStreamedWithTools(\", \" 970 agent,\", \" 971 '',\", \" 972 retryHistory,\", \" 973 handlers,\", \" 974 allowedEvents,\", \" 975 toolCallCount,\", \" 976 communicationManager,\", \" 977 false,\", \" 978 verificationAttempt + 1\", \" 979 );\", \" 980 }\", \" 981 }\", \" 982\", \" 983 // ── append tool results for visibility ───────────────────\", \"──────\", \" 984 const seenResults = new Set();\", \" 985 let toolResultsToInclude = '';\", \" 986 for (const item of messageItems) {\", \" 987 if (item.type === 'function_call_output' && item.output)\", \" {\", \" 988 let resultStr = item.output;\", \" 989 try {\", \" 990 resultStr = JSON.stringify(\", \" 991 truncateLargeValues(JSON.parse(item.output))\", \",\", \" 992 null,\", \" 993 2\", \" 994 );\", \" 995 } catch {\", \" 996 if (typeof item.output === 'string') {\", \" 997 resultStr = truncateLargeValues(item.output)\", \";\", \" 998 }\", \" 999 }\", \" 1000 const key = resultStr.substring(0, 50);\", \" 1001 if (!seenResults.has(key)) {\", \" 1002 toolResultsToInclude += resultStr + '\\\\n';\", \" 1003 seenResults.add(key);\", \" 1004 }\", \" 1005 }\", \" 1006 }\", \" 1007\", \" 1008 if (\", \" 1009 toolResultsToInclude &&\", \" 1010 !fullResponse.includes(\", \" 1011 toolResultsToInclude.substring(\", \" 1012 0,\", \" 1013 Math.min(50, toolResultsToInclude.length)\", \" 1014 )\", \" 1015 )\", \" 1016 ) {\", \" 1017 fullResponse += `\\\\n\\\\nTool Results:\\\\n${toolResultsToInclu\", \"de}`;\", \" 1018 }\", \" 1019\", \" 1020 return fullResponse;\", \" 1021 } catch (error) {\", \" 1022 // Handle other errors\", \" 1023 console.error(`[Runner] Error in runStreamedWithTools: ${err\", \"or}`);\", \" 1024 // Consider wrapping non-signal errors if needed, or just re\", \"-throw\", \" 1025 throw error; // Re-throw other errors\", \" 1026 }\", \" 1027 }\", \" 1028\", \" 1029 /**\", \" 1030 * Runs a sequence of agents where each agent can pass data to the n\", \"ext agent in the chain.\", \" 1031 * The sequence continues until either all agents have run, a failur\", \"e occurs, or the maximum\", \" 1032 * retry count is reached for any stage.\", \" 1033 *\", \" 1034 * @param agentSequence An object mapping stage names to agent facto\", \"ry functions\", \" 1035 * @param input The initial input to the first agent\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b2d1df\"}",{},"f56f2b3e-396d-403a-a6b9-d5ffb9a25e3e",{"_111":108,"_161":-5,"_445":4151},{"_453":473,"_228":474,"_475":-5,"_45":4150},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/runner.ts | sed -n '952,1035p'\\n\"}",{},"e1533491-b784-44c6-bb25-cc5b4f3e24e9",{"_111":108,"_161":-5,"_445":4159},{"_453":45,"_454":4157},{"_482":57,"_483":484,"_451":452,"_4156":57},"force_yield",[4158],"I’ll highlight the lines with changes at the bottom for proper citation.",{},"7de22586-66de-4c93-825e-3797cec0647b",{"_111":465,"_161":494,"_445":4166},{"_453":45,"_454":4164},{},[4165],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4235, \"output\": [\"root@44aacb326f96:/workspace/magi-system# nl -ba magi/src/utils/runner.ts | sed\", \"-n '20,70p'\", \" 20 ResponseThinkingMessage,\", \" 21 StreamEventType,\", \" 22 ErrorEvent,\", \" 23 ResponseOutputMessage,\", \" 24 VerifierResult,\", \" 25 } from '../types/shared-types.js';\", \" 26 import { Agent } from './agent.js';\", \" 27 import { getModelProvider } from '../model_providers/model_provider.js';\", \" 28 import {\", \" 29 findModel,\", \" 30 MODEL_CLASSES,\", \" 31 ModelClassID,\", \" 32 ModelEntry,\", \" 33 } from '../model_providers/model_data.js';\", \" 34 import { getModelFromClass } from '../model_providers/model_provider.js'\", \";\", \" 35 import { processToolCall } from './tool_call.js';\", \" 36 import { capitalize } from './llm_utils.js';\", \" 37 import { getCommunicationManager, sendComms } from './communication.js';\", \" 38 import { isPaused, sleep } from './communication.js';\", \" 39 import { mechState, getModelScore } from './mech_state.js';\", \" 40 import { truncateLargeValues } from './file_utils.js';\", \" 41\", \" 42 const EVENT_TIMEOUT_MS = 300000; // 5 min timeout for events\", \" 43\", \" 44 // Define a specific error type for clarity\", \" 45 class TimeoutError extends Error {\", \" 46 constructor(message: string) {\", \" 47 super(message);\", \" 48 this.name = 'TimeoutError';\", \" 49 }\", \" 50 }\", \" 51\", \" 52 /**\", \" 53 * Wraps an async generator stream to add inactivity timeout detection.\", \" 54 * If no event is received within timeoutMs, it throws a TimeoutError.\", \" 55 *\", \" 56 * @param originalStream The stream to wrap.\", \" 57 * @param timeoutMs The inactivity timeout duration in milliseconds.\", \" 58 * @param identifier A string identifier for logging purposes (e.g., age\", \"nt/model name).\", \" 59 * @returns An async generator that yields events from the originalStrea\", \"m or throws on timeout.\", \" 60 */\", \" 61 async function* createTimeoutProxyStream(\", \" 62 originalStream: AsyncGenerator,\", \" 63 timeoutMs: number,\", \" 64 identifier: string // For logging context\", \" 65 ): AsyncGenerator {\", \" 66 const iterator = originalStream[Symbol.asyncIterator]();\", \" 67 let timeoutId: NodeJS.Timeout | null = null;\", \" 68\", \" 69 // Function to create a promise that rejects after the timeout durat\", \"ion\", \" 70 const createTimeoutPromise = (): Promise => {\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b2d56e\"}",{},"1414d327-64f5-40db-aa26-9a4b2b1eff48",{"_111":108,"_161":-5,"_445":4172},{"_453":473,"_228":474,"_475":-5,"_45":4171},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/runner.ts | sed -n '20,70p'\\n\"}",{},"add39f17-8c76-4113-b8ff-de8aa4dc98f5",{"_111":108,"_161":-5,"_445":4179},{"_453":45,"_454":4177},{"_482":57,"_483":484,"_451":452},[4178],"I’ll start by opening the patch lines and preparing the PR message.",{},"a1be8046-02cc-4891-b778-5c685be5a02f",{"_111":465,"_161":494,"_445":4186},{"_453":45,"_454":4184},{},[4185],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4234, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git status --short\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"6a1788\"}",{},"3192aae2-be74-4a75-8e00-7671f138c8af",{"_111":108,"_161":-5,"_445":4191},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":500},{},"8acd739c-fe17-4a27-b6a4-2519633a569a",{"_111":465,"_161":494,"_445":4198},{"_453":45,"_454":4196},{},[4197],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4230, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git commit -m \\\"feat(runner): include t\", \"runcated tool results in output\\\" && git status --short\", \"[work a310600] feat(runner): include truncated tool results in output\", \" 1 file changed, 38 insertions(+)\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e08992\"}",{},"b0fb26b6-773f-4162-9147-2c117f65641c",{"_111":108,"_161":-5,"_445":4204},{"_453":473,"_228":474,"_475":-5,"_45":4203},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git commit -m \\\"feat(runner): include truncated tool results in output\\\" && git status --short\\n\"}",{},"ec007bd2-b29e-4bb3-9a79-32c976b3ae70",{"_111":465,"_161":494,"_445":4211},{"_453":45,"_454":4209},{},[4210],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4229, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git add magi/src/utils/runner.ts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"eb50ca\"}",{},"7359e42f-c668-4c41-b9b6-cc75922055d5",{"_111":108,"_161":-5,"_445":4217},{"_453":473,"_228":474,"_475":-5,"_45":4216},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git add magi/src/utils/runner.ts\\n\"}",{},"a00eb9c9-a4c5-45fb-91de-25ab15fd0856",{"_111":108,"_161":-5,"_445":4224},{"_453":45,"_454":4222},{"_482":57,"_483":484,"_451":452},[4223],"I’ll go ahead and add the file now.",{},"cd31f3f1-d6cf-43ff-b089-e276a3628dba",{"_111":465,"_161":494,"_445":4231},{"_453":45,"_454":4229},{},[4230],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4227, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git status --short\", \" M magi/src/utils/runner.ts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e345da\"}",{},"7c462b0c-3fe3-440d-925e-ed11e6a235bf",{"_111":108,"_161":-5,"_445":4236},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":472},{},"281fc365-dd25-44ae-a7f0-9d4b8d5af8a9",{"_111":108,"_161":-5,"_445":4243},{"_453":45,"_454":4241},{"_482":57,"_483":484,"_451":452},[4242],"I need to check the types with 'npm run types', but AGENTS says to run 'npm run lint:fix' and 'npm run test:tools'. Both failed, so I'll commit the patch.",{},"12a2158d-5ce4-4682-beaa-9e487399e007",{"_111":465,"_161":494,"_445":4250},{"_453":45,"_454":4248},{},[4249],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4155, \"output\": [\"root@44aacb326f96:/workspace/magi-system# cat /tmp/tools.log\", \"\", \"> magi-system@1.0.0 test:tools\", \"> test/run-all-tools.sh\", \"\", \"Running all tool tests from /workspace/magi-system/test/tools\", \"===================================\", \"Found 8 tools to test\", \"\", \"[1/8] Testing execute-command...\", \"Running tool execute-command in quiet mode...\", \"✗ execute-command failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[2/8] Testing file-operations...\", \"Running tool file-operations in quiet mode...\", \"✗ file-operations failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[3/8] Testing hello-world...\", \"Running tool hello-world in quiet mode...\", \"✗ hello-world failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[4/8] Testing llm-agent-tools...\", \"Running tool llm-agent-tools in quiet mode...\", \"✗ llm-agent-tools failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[5/8] Testing memory-operations...\", \"Running tool memory-operations in quiet mode...\", \"✗ memory-operations failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[6/8] Testing sample-custom-tool-with-declarations...\", \"Running tool sample-custom-tool-with-declarations in quiet mode...\", \"✗ sample-custom-tool-with-declarations failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[7/8] Testing tool-types.d...\", \"Running tool tool-types.d in quiet mode...\", \"✗ tool-types.d failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[8/8] Testing web-browser-actions...\", \"Running tool web-browser-actions in quiet mode...\", \"✗ web-browser-actions failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"Test Summary\", \"============\", \"Passed: 0\", \"Failed: 8\", \"Failed tools: execute-command file-operations hello-world llm-agent-tools memory\", \"-operations sample-custom-tool-with-declarations tool-types.d web-browser-action\", \"s\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c0db75\"}",{},"9896b781-d78f-4c73-82d6-f47b8e4fa508",{"_111":108,"_161":-5,"_445":4255},{"_453":473,"_228":474,"_475":-5,"_45":785},{"_451":500},{},"2f5df722-b15e-4f7f-a077-3e1d477d69dd",{"_111":465,"_161":494,"_445":4262},{"_453":45,"_454":4260},{},[4261],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4153, \"output\": [\"root@44aacb326f96:/workspace/magi-system# npm run test:tools >/tmp/tools.log &&\", \"tail -n 20 /tmp/tools.log\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0641c9\"}",{},"732eec4c-2754-4e36-a8d0-b88780f2c307",{"_111":108,"_161":-5,"_445":4267},{"_453":473,"_228":474,"_475":-5,"_45":805},{"_451":472},{},"48f1fa2b-f4a3-451e-9903-ca3e48680321",{"_111":108,"_161":-5,"_445":4274},{"_453":45,"_454":4272},{"_482":57,"_483":484,"_451":452},[4273],"Linting failed because '@eslint/js' is missing. I'll document it and run 'test:tools'.",{},"9f7ec15e-a555-4f35-9b61-943b332e0802",{"_111":465,"_161":494,"_445":4281},{"_453":45,"_454":4279},{},[4280],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4133, \"output\": [\"root@44aacb326f96:/workspace/magi-system# npm run lint:fix >/tmp/lint.log && tai\", \"l -n 20 /tmp/lint.log\", \"\", \"Oops! Something went wrong! :(\", \"\", \"ESLint: 9.26.0\", \"\", \"Error [ERR_MODULE_NOT_FOUND]: Cannot find package '@eslint/js' imported from /wo\", \"rkspace/magi-system/eslint.config.js\", \" at Object.getPackageJSONURL (node:internal/modules/package_json_reader:268:9\", \")\", \" at packageResolve (node:internal/modules/esm/resolve:768:81)\", \" at moduleResolve (node:internal/modules/esm/resolve:854:18)\", \" at defaultResolve (node:internal/modules/esm/resolve:984:11)\", \" at ModuleLoader.defaultResolve (node:internal/modules/esm/loader:780:12)\", \" at #cachedDefaultResolve (node:internal/modules/esm/loader:704:25)\", \" at ModuleLoader.resolve (node:internal/modules/esm/loader:687:38)\", \" at ModuleLoader.getModuleJobForImport (node:internal/modules/esm/loader:305:\", \"38)\", \" at ModuleJob._link (node:internal/modules/esm/module_job:137:49)\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ac10e9\"}",{},"5a156106-036b-4f14-affa-de862240c7af",{"_111":108,"_161":-5,"_445":4286},{"_453":473,"_228":474,"_475":-5,"_45":825},{"_451":472},{},"78df74cf-e0b1-4415-97de-15873f13a6d9",{"_111":108,"_161":-5,"_445":4293},{"_453":45,"_454":4291},{"_482":57,"_483":484,"_451":452},[4292],"I’ve reviewed the if statement and ensured the patch is correctly closed before the return.",{},"177ad797-e8ae-4448-8cb4-05076faed8e6",{"_111":465,"_161":494,"_445":4300},{"_453":45,"_454":4298},{},[4299],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4102, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '1010,1035p' magi/src/utils/run\", \"ner.ts\", \" !fullResponse.includes(\", \" toolResultsToInclude.substring(\", \" 0,\", \" Math.min(50, toolResultsToInclude.length)\", \" )\", \" )\", \" ) {\", \" fullResponse += `\\\\n\\\\nTool Results:\\\\n${toolResultsToInclude}`;\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \" * @param input The initial input to the first agent\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"8d4b85\"}",{},"2db89c1a-bdd2-4d2e-957a-d96c53f523d4",{"_111":108,"_161":-5,"_445":4306},{"_453":473,"_228":474,"_475":-5,"_45":4305},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1010,1035p' magi/src/utils/runner.ts\\n\"}",{},"57958e61-bbc5-478e-98eb-147abcc26b98",{"_111":465,"_161":494,"_445":4313},{"_453":45,"_454":4311},{},[4312],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4020, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '936,1010p' magi/src/utils/runn\", \"er.ts\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"\", \" if (\", \" vResult.status === 'fail' &&\", \" verificationAttempt < agent.maxVerificationAttempts\", \" ) {\", \" console.warn(\", \" `[Runner] verifier failed: ${vResult.reason ?? '(no reas\", \"on)'}`\", \" );\", \" const retryHistory: ResponseInput = [\", \" ...conversationHistory,\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `Verifier feedback:\\\\n${vResult.reason ?? '(\", \"none)'}`,\", \" },\", \" ];\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"\", \" // ── append tool results for visibility ─────────────────────────\", \" const seenResults = new Set();\", \" let toolResultsToInclude = '';\", \" for (const item of messageItems) {\", \" if (item.type === 'function_call_output' && item.output) {\", \" let resultStr = item.output;\", \" try {\", \" resultStr = JSON.stringify(\", \" truncateLargeValues(JSON.parse(item.output)),\", \" null,\", \" 2\", \" );\", \" } catch {\", \" if (typeof item.output === 'string') {\", \" resultStr = truncateLargeValues(item.output);\", \" }\", \" }\", \" const key = resultStr.substring(0, 50);\", \" if (!seenResults.has(key)) {\", \" toolResultsToInclude += resultStr + '\\\\n';\", \" seenResults.add(key);\", \" }\", \" }\", \" }\", \"\", \" if (\", \" toolResultsToInclude &&\", \" !fullResponse.includes(\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"5dbdbd\"}",{},"590b225b-57b1-473a-ae7b-3f99ddbe13d3",{"_111":108,"_161":-5,"_445":4319},{"_453":473,"_228":474,"_475":-5,"_45":4318},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '936,1010p' magi/src/utils/runner.ts\\n\"}",{},"e8dc11f7-1933-4656-9fb3-437dfe46f30c",{"_111":108,"_161":-5,"_445":4326},{"_453":45,"_454":4324},{"_482":57,"_483":484,"_451":452},[4325],"I might have misaligned the code. I'll open that section to double-check.",{},"8a036a7b-1dc5-47ab-95b7-3f20674cde44",{"_111":465,"_161":494,"_445":4333},{"_453":45,"_454":4331},{},[4332],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3962, \"output\": [\"root@44aacb326f96:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/runner.ts\", \"> @@\", \"> if (!skipVerifier && agent.verifier) {\", \"> const vResult = await Runner.verifyRun(\", \"> agent.verifier,\", \"> fullResponse,\", \"> conversationHistory,\", \"> @@\", \"> );\", \"> }\", \"> }\", \"> +\", \"> + // ── append tool results for visibility ────────────────────────\", \"─\", \"> + const seenResults = new Set();\", \"> + let toolResultsToInclude = '';\", \"> + for (const item of messageItems) {\", \"> + if (item.type === 'function_call_output' && item.output) {\", \"> + let resultStr = item.output;\", \"> + try {\", \"> + resultStr = JSON.stringify(\", \"> + truncateLargeValues(JSON.parse(item.output)),\", \"> + null,\", \"> + 2\", \"> + );\", \"> + } catch {\", \"> + if (typeof item.output === 'string') {\", \"> + resultStr = truncateLargeValues(item.output);\", \"> + }\", \"> + }\", \"> + const key = resultStr.substring(0, 50);\", \"> + if (!seenResults.has(key)) {\", \"> + toolResultsToInclude += resultStr + '\\\\n';\", \"> + seenResults.add(key);\", \"> + }\", \"> + }\", \"> + }\", \"> +\", \"> + if (\", \"> + toolResultsToInclude &&\", \"> + !fullResponse.includes(\", \"> + toolResultsToInclude.substring(\", \"> + 0,\", \"> + Math.min(50, toolResultsToInclude.length)\", \"> + )\", \"> + )\", \"> + ) {\", \"> + fullResponse += `\\\\n\\\\nTool Results:\\\\n${toolResultsToInclude}`;\", \"> + }\", \">\", \"> return fullResponse;\", \"> } catch (error) {\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/runner.ts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9115cc\"}",{},"3632a5f9-fcb1-4ac7-a763-a5b655421bea",{"_111":108,"_161":-5,"_445":4339},{"_453":473,"_228":474,"_475":-5,"_45":4338},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/runner.ts\\n@@\\n if (!skipVerifier && agent.verifier) {\\n const vResult = await Runner.verifyRun(\\n agent.verifier,\\n fullResponse,\\n conversationHistory,\\n@@\\n );\\n }\\n }\\n+\\n+ // ── append tool results for visibility ─────────────────────────\\n+ const seenResults = new Set();\\n+ let toolResultsToInclude = '';\\n+ for (const item of messageItems) {\\n+ if (item.type === 'function_call_output' && item.output) {\\n+ let resultStr = item.output;\\n+ try {\\n+ resultStr = JSON.stringify(\\n+ truncateLargeValues(JSON.parse(item.output)),\\n+ null,\\n+ 2\\n+ );\\n+ } catch {\\n+ if (typeof item.output === 'string') {\\n+ resultStr = truncateLargeValues(item.output);\\n+ }\\n+ }\\n+ const key = resultStr.substring(0, 50);\\n+ if (!seenResults.has(key)) {\\n+ toolResultsToInclude += resultStr + '\\\\n';\\n+ seenResults.add(key);\\n+ }\\n+ }\\n+ }\\n+\\n+ if (\\n+ toolResultsToInclude &&\\n+ !fullResponse.includes(\\n+ toolResultsToInclude.substring(\\n+ 0,\\n+ Math.min(50, toolResultsToInclude.length)\\n+ )\\n+ )\\n+ ) {\\n+ fullResponse += `\\\\n\\\\nTool Results:\\\\n${toolResultsToInclude}`;\\n+ }\\n \\n return fullResponse;\\n } catch (error) {\\n*** End Patch\\nPATCH\\n\"}",{},"a099c84c-a1f6-4f47-90e9-562ee98aa40c",{"_111":108,"_161":-5,"_445":4346},{"_453":45,"_454":4344},{"_482":57,"_483":484,"_451":452},[4345],"I'll add the patch after verification and before the return. Let's do this!",{},"6f3b1e2d-7e4a-4dd3-ada1-71fdb4169826",{"_111":465,"_161":494,"_445":4353},{"_453":45,"_454":4351},{},[4352],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3865, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '918,1000p' magi/src/utils/runn\", \"er.ts\", \"\", \" // If force_json is true and parsing failed, we might want t\", \"o retry\", \" // But for now, just use the successfully parsed result\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"\", \" if (\", \" vResult.status === 'fail' &&\", \" verificationAttempt < agent.maxVerificationAttempts\", \" ) {\", \" console.warn(\", \" `[Runner] verifier failed: ${vResult.reason ?? '(no reas\", \"on)'}`\", \" );\", \" const retryHistory: ResponseInput = [\", \" ...conversationHistory,\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `Verifier feedback:\\\\n${vResult.reason ?? '(\", \"none)'}`,\", \" },\", \" ];\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \" * @param input The initial input to the first agent\", \" * @param maxRetries Maximum number of retries per stage before giving up\", \" * @param maxTotalRetries Maximum total retries across all stages before giv\", \"ing up\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1e4f73\"}",{},"d77b3aaf-fda2-400b-9b7f-25e314878d34",{"_111":108,"_161":-5,"_445":4359},{"_453":473,"_228":474,"_475":-5,"_45":4358},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '918,1000p' magi/src/utils/runner.ts\\n\"}",{},"2e1ca5fa-90fd-4f5a-9f49-efcf4b866a03",{"_111":108,"_161":-5,"_445":4366},{"_453":45,"_454":4364},{"_482":57,"_483":484,"_451":452},[4365],"I’ll insert the string near return, between logic verification and returning. I'll check lines 930–1010.",{},"0e77dc30-90ab-46a4-b5d1-d9de88fa3c37",{"_111":465,"_161":494,"_445":4373},{"_453":45,"_454":4371},{},[4372],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3863, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"Tool Results:\\\" -n magi/src/ut\", \"ils/runner.ts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"284e0f\"}",{},"96197e50-17bf-4861-b3d1-0330a84b733a",{"_111":108,"_161":-5,"_445":4379},{"_453":473,"_228":474,"_475":-5,"_45":4378},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"Tool Results:\\\" -n magi/src/utils/runner.ts\\n\"}",{},"780095ab-d7d4-4075-9864-3385d051a797",{"_111":108,"_161":-5,"_445":4386},{"_453":45,"_454":4384},{"_482":57,"_483":484,"_451":452},[4385],"I’ll take a look at the patch and work on implementing toolResultsToInclude.",{},"f9d8b454-c098-4e6b-b959-87bfeb90e223",{"_111":465,"_161":494,"_445":4393},{"_453":45,"_454":4391},{},[4392],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3840, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '20,40p' magi/src/utils/runner.\", \"ts\", \" ResponseThinkingMessage,\", \" StreamEventType,\", \" ErrorEvent,\", \" ResponseOutputMessage,\", \" VerifierResult,\", \"} from '../types/shared-types.js';\", \"import { Agent } from './agent.js';\", \"import { getModelProvider } from '../model_providers/model_provider.js';\", \"import {\", \" findModel,\", \" MODEL_CLASSES,\", \" ModelClassID,\", \" ModelEntry,\", \"} from '../model_providers/model_data.js';\", \"import { getModelFromClass } from '../model_providers/model_provider.js';\", \"import { processToolCall } from './tool_call.js';\", \"import { capitalize } from './llm_utils.js';\", \"import { getCommunicationManager, sendComms } from './communication.js';\", \"import { isPaused, sleep } from './communication.js';\", \"import { mechState, getModelScore } from './mech_state.js';\", \"import { truncateLargeValues } from './file_utils.js';\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"78611c\"}",{},"5a5fce05-e46c-4a3b-b562-df64b405162f",{"_111":108,"_161":-5,"_445":4399},{"_453":473,"_228":474,"_475":-5,"_45":4398},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '20,40p' magi/src/utils/runner.ts\\n\"}",{},"5bab8b5f-3b9f-458a-a03b-8d7f9b9c6bab",{"_111":108,"_161":-5,"_445":4406},{"_453":45,"_454":4404},{"_482":57,"_483":484,"_451":452},[4405],"I need to check the top of the file for proper indentation and possible duplicates.",{},"77607372-7dc8-4fa5-bffd-d957849e8210",{"_111":465,"_161":494,"_445":4413},{"_453":45,"_454":4411},{},[4412],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3823, \"output\": [\"root@44aacb326f96:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/runner.ts\", \"> @@\", \"> -import type {\", \"> +import type {\", \"> @@\", \"> - VerifierResult,\", \"> + VerifierResult,\", \"> } from '../types/shared-types.js';\", \"> @@\", \"> import { mechState, getModelScore } from './mech_state.js';\", \"> +import { truncateLargeValues } from './file_utils.js';\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/runner.ts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b1a144\"}",{},"317ff34b-181b-4496-a994-b08041238f83",{"_111":108,"_161":-5,"_445":4419},{"_453":473,"_228":474,"_475":-5,"_45":4418},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/runner.ts\\n@@\\n-import type {\\n+import type {\\n@@\\n- VerifierResult,\\n+ VerifierResult,\\n } from '../types/shared-types.js';\\n@@\\n import { mechState, getModelScore } from './mech_state.js';\\n+import { truncateLargeValues } from './file_utils.js';\\n*** End Patch\\nPATCH\\n\"}",{},"37de0f83-8d1c-4559-9f21-14f86f673483",{"_111":108,"_161":-5,"_445":4426},{"_453":45,"_454":4424},{"_482":57,"_483":484,"_451":452},[4425],"I'll add the tool results before the 'return fullResponse;' statement. Time for the patch!",{},"ad53c07c-b1c7-470d-9176-ed1640409f21",{"_111":465,"_161":494,"_445":4433},{"_453":45,"_454":4431},{},[4432],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3733, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '960,1040p' magi/src/utils/runn\", \"er.ts\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `Verifier feedback:\\\\n${vResult.reason ?? '(\", \"none)'}`,\", \" },\", \" ];\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \" * @param input The initial input to the first agent\", \" * @param maxRetries Maximum number of retries per stage before giving up\", \" * @param maxTotalRetries Maximum total retries across all stages before giv\", \"ing up\", \" * @returns The final response from the last successful agent in the chain\", \" */\", \" static async runSequential(\", \" agentSequence: RunnerConfig,\", \" input: string,\", \" maxRetries: number = 3,\", \" maxTotalRetries: number = 10\", \" ): Promise {\", \" const history: ResponseInput = [\", \" { type: 'message', role: 'user', content: input },\", \" ];\", \" const lastOutput: Record = {};\", \" let agent_id: string = '';\", \"\", \" let currentStage = Object.keys(agentSequence)[0]; // Start with the firs\", \"t stage\", \" let totalRetries = 0;\", \" const stageRetries: Record = {};\", \"\", \" const comm = getCommunicationManager();\", \"\", \" function addOutput(stage: string, output: string) {\", \" // Record in the history\", \" history.push({\", \" type: 'message',\", \" role: 'assistant',\", \" status: 'completed',\", \" content: `${capitalize(stage)} Output:\\\\n${output}`,\", \" });\", \"\", \" // Record in the last for this stage\", \" lastOutput[stage] = output;\", \"\", \" // Send update to parent process\", \" comm.send({\", \" type: 'process_updated',\", \" output: `${capitalize(stage)} Output:\\\\n${output}`,\", \" history,\", \" });\", \" }\", \"\", \" // Process the sequence of agents\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ce7359\"}",{},"9b180c92-b316-4eae-b8b2-a57f5f0a16f1",{"_111":108,"_161":-5,"_445":4439},{"_453":473,"_228":474,"_475":-5,"_45":4438},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '960,1040p' magi/src/utils/runner.ts\\n\"}",{},"de48cd78-9f94-45bb-a8ff-571cd4f25db8",{"_111":465,"_161":494,"_445":4446},{"_453":45,"_454":4444},{},[4445],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3458, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '720,960p' magi/src/utils/runne\", \"r.ts\", \" // Send detailed tool result via event handler (only if\", \"results were processed)\", \" if (\", \" parsedResults !== null &&\", \" (allowedEvents === null ||\", \" allowedEvents.includes('tool_done'))\", \" ) {\", \" // Create a resultsById object that maps tool call I\", \"Ds to their results\", \" const resultsById: Record = {};\", \"\", \" // If parsedResults is an array, iterate through it\", \"and map each result to the corresponding tool call ID\", \" if (Array.isArray(parsedResults)) {\", \" for (let i = 0; i < parsedResults.length; i++) {\", \" // Associate result with the tool call ID if\", \" it exists\", \" if (i < toolEvent.tool_calls.length) {\", \" resultsById[\", \" toolEvent.tool_calls[i].id\", \" ] = parsedResults[i];\", \" }\", \" }\", \" } else if (toolEvent.tool_calls.length > 0) {\", \" resultsById[toolEvent.tool_calls[0].id] =\", \" parsedResults;\", \" }\", \"\", \" comm.send({\", \" agent: event.agent,\", \" type: 'tool_done',\", \" tool_calls: toolEvent.tool_calls,\", \" results: resultsById,\", \" });\", \"\", \" if (handlers.onEvent) {\", \" handlers.onEvent({\", \" agent: event.agent,\", \" type: 'tool_done',\", \" tool_calls: toolEvent.tool_calls,\", \" results: resultsById,\", \" });\", \" }\", \" }\", \" break; // End of 'tool_start' case\", \" } // End of 'tool_start' case\", \"\", \" case 'error': {\", \" const errorEvent = event as any; // Type assertion for e\", \"rror event\", \" console.error(`[Error] ${errorEvent.error}`);\", \" break;\", \" }\", \" }\", \" }\", \"\", \" // Process tool call results if there were any tool calls AND no sig\", \"nal was thrown\", \" // The try/catch around processToolCall above would have re-thrown s\", \"ignals,\", \" // preventing execution from reaching this point if a signal occurre\", \"d.\", \" if (\", \" agent.modelSettings?.tool_choice !== 'none' &&\", \" collectedToolCalls.length > 0 &&\", \" collectedToolResults.length > 0\", \" ) {\", \" console.log(\", \" `[Runner] Collected ${collectedToolCalls.length} tool calls,\", \" running follow-up with results.`\", \" );\", \"\", \" // Increment tool call count\", \" toolCallCount++;\", \" console.log(\", \" `[Runner] Tool call iteration ${toolCallCount} of ${agent.ma\", \"xToolCalls} maximum`\", \" );\", \"\", \" // Check if we've reached the maximum number of tool call rounds\", \" per turn (if set)\", \" if (\", \" agent.maxToolCallRoundsPerTurn !== undefined &&\", \" toolCallCount >= agent.maxToolCallRoundsPerTurn\", \" ) {\", \" console.log(\", \" `[Runner] Reached maxToolCallRoundsPerTurn (${agent.maxT\", \"oolCallRoundsPerTurn}) for agent ${agent.name}. Stopping tool call loop for this\", \" turn.`\", \" );\", \" // Return the current response without making another recurs\", \"ive call\", \" return fullResponse;\", \" }\", \"\", \" // Check if we've reached the maximum number of tool calls\", \" if (toolCallCount >= agent.maxToolCalls) {\", \" console.log(\", \" '**********************************************'\", \" );\", \" console.log(\", \" `[Runner] REACHED MAXIMUM TOOL CALLS (${agent.maxToolCal\", \"ls})`\", \" );\", \" console.log(\", \" '[Runner] Forcing model to return a final answer and not\", \" use more tools'\", \" );\", \" console.log(\", \" '**********************************************'\", \" );\", \" // On the last attempt, don't allow more tool calls\", \" if (!agent.modelSettings) {\", \" agent.modelSettings = {};\", \" }\", \" agent.modelSettings.tool_choice = 'none';\", \" } else if (toolCallCount > 0) {\", \" // After the first tool call, set tool_choice to 'auto' to p\", \"revent repetitive tool calling\", \" if (!agent.modelSettings) {\", \" agent.modelSettings = {};\", \" }\", \"...\", \" id: toolCall.id,\", \" call_id: toolCall.call_id || toolCall.id,\", \" name: toolCall.function.name,\", \" output: result.output,\", \" model: agent.model,\", \" });\", \" }\", \" }\", \"\", \" // Use the input array as our messages\", \" toolCallMessages = messageItems; // Use the collected items dire\", \"ctly\", \"\", \" // Run the agent again with the tool results\", \" console.log('[Runner] Running agent with tool call results');\", \"\", \" const followUpResponse = await this.runStreamedWithTools(\", \" agent,\", \" '', // No new user input is needed, history contains results\", \" toolCallMessages,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount // Pass the current toolCallCount to track acr\", \"oss recursive calls\", \" );\", \"\", \" // Use the follow-up response as the final response\", \" if (followUpResponse) {\", \" fullResponse = followUpResponse;\", \" }\", \" }\", \"\", \" // Handle structured JSON output if json_schema is specified\", \" if (agent.modelSettings?.json_schema) {\", \" try {\", \" // Try to parse the response as JSON\", \" let jsonResponse;\", \" try {\", \" jsonResponse = JSON.parse(fullResponse.trim());\", \" console.log(\", \" `[Runner] Successfully parsed JSON response for agen\", \"t ${agent.name}`\", \" );\", \" } catch (error) {\", \" const jsonError = error as Error;\", \" // If we couldn't parse it directly, try to extract JSON\", \" from text\", \" const jsonMatch =\", \" fullResponse.match(\", \" /```(?:json)?\\\\s*({[\\\\s\\\\S]*?})\\\\s*```/\", \" ) || fullResponse.match(/({[\\\\s\\\\S]*})/);\", \"\", \" if (jsonMatch && jsonMatch[1]) {\", \" try {\", \" jsonResponse = JSON.parse(jsonMatch[1].trim());\", \" console.log(\", \" `[Runner] Extracted and parsed JSON from res\", \"ponse for agent ${agent.name}`\", \" );\", \" } catch (err) {\", \" const extractError = err as Error;\", \" throw new Error(\", \" `Failed to parse extracted JSON: ${extractEr\", \"ror.message}`\", \" );\", \" }\", \" } else {\", \" throw new Error(\", \" `Response is not valid JSON and no JSON block co\", \"uld be extracted: ${jsonError.message}`\", \" );\", \" }\", \" }\", \"\", \" // If force_json is true and parsing failed, we might want t\", \"o retry\", \" // But for now, just use the successfully parsed result\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"\", \" if (\", \" vResult.status === 'fail' &&\", \" verificationAttempt < agent.maxVerificationAttempts\", \" ) {\", \" console.warn(\", \" `[Runner] verifier failed: ${vResult.reason ?? '(no reas\", \"on)'}`\", \" );\", \" const retryHistory: ResponseInput = [\", \" ...conversationHistory,\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 26, \"chunk_id\": \"c57804\"}",{},"3f7169be-f8bb-4f34-bf43-75bcebcf1c73",{"_111":108,"_161":-5,"_445":4452},{"_453":473,"_228":474,"_475":-5,"_45":4451},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '720,960p' magi/src/utils/runner.ts\\n\", \"yield_time_ms\": 1000}",{},"5e1022f9-6f1f-497e-a7aa-d66fa4375d13",{"_111":108,"_161":-5,"_445":4459},{"_453":45,"_454":4457},{"_482":57,"_483":484,"_451":452,"_4156":57},[4458],"I'll compute `toolResultsString` after finalizing `messageItems` and before verifying. Let's inspect the code.",{},"9af8a75f-c618-46ab-988a-abeecd4e4c1e",{"_111":465,"_161":494,"_445":4466},{"_453":45,"_454":4464},{},[4465],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3233, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '520,730p' magi/src/utils/runne\", \"r.ts\", \" // Add the user input message\", \" messageItems.push({\", \" type: 'message',\", \" role: 'user',\", \" content: input,\", \" });\", \" }\", \"\", \" // Use the provided communicationManager if available, otherwise get\", \" the global one\", \" const comm = communicationManager || getCommunicationManager();\", \" for await (const event of stream) {\", \" // Handle different event types\", \" const eventType = event.type as StreamEventType;\", \"\", \" // Call the event handler if provided\", \" if (\", \" allowedEvents === null ||\", \" allowedEvents.includes(eventType)\", \" ) {\", \" comm.send(event);\", \" if (handlers.onEvent) {\", \" handlers.onEvent(event);\", \" }\", \" }\", \"\", \" switch (eventType) {\", \" case 'message_delta':\", \" break;\", \"\", \" case 'message_complete': {\", \" // Accumulate the message content\", \" const message = event as MessageEvent;\", \"\", \" if (message.thinking_content) {\", \" // Add the assistant's thinking\", \" const thinkingMessage: ResponseThinkingMessage = {\", \" type: 'thinking',\", \" role: 'assistant',\", \" content:\", \" message.thinking_content &&\", \" message.thinking_content !== '{empty}'\", \" ? message.thinking_content\", \" : '',\", \" signature: message.thinking_signature || '',\", \" thinking_id: message.message_id || '',\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(thinkingMessage);\", \" if (agent.onThinking) {\", \" await agent.onThinking(thinkingMessage);\", \" }\", \" }\", \"\", \" if (message.content) {\", \" fullResponse = message.content;\", \" // Add the assistant's response\", \" const contentMessage: ResponseOutputMessage = {\", \" id: message.message_id,\", \" type: 'message',\", \" role: 'assistant',\", \" content: message.content,\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(contentMessage);\", \" if (agent.onResponse) {\", \" await agent.onResponse(contentMessage);\", \" }\", \" }\", \" break;\", \" }\", \"\", \" case 'tool_start': {\", \" // Process tool calls\", \" const toolEvent = event as ToolEvent;\", \"\", \" if (\", \" !toolEvent.tool_calls ||\", \" toolEvent.tool_calls.length === 0\", \" ) {\", \" continue;\", \" }\", \"\", \" // Collect tool calls for later use\", \" collectedToolCalls = [\", \" ...collectedToolCalls,\", \" ...toolEvent.tool_calls,\", \" ];\", \"\", \" // Log tool calls for debugging\", \" toolEvent.tool_calls.forEach(call => {\", \" let parsedArgs = {};\", \" try {\", \" if (\", \" call.function.arguments &&\", \" call.function.arguments.trim()\", \" ) {\", \" parsedArgs = JSON.parse(\", \" call.function.arguments\", \" );\", \" }\", \" } catch (parseError) {\", \" console.error(\", \" 'Error parsing tool arguments:',\", \" parseError\", \" );\", \" parsedArgs = { _raw: call.function.arguments };\", \" }\", \"\", \" console.log(\", \" `[Tool Call] ${call.function.name}:`,\", \" parsedArgs\", \" );\", \" });\", \"\", \" // Process all tool calls in parallel, catching signals\", \" let toolResult: string | null = null; // Initialize to n\", \"ull\", \" try {\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'tool_start',\", \" meta_data: {\", \" name: toolEvent.tool_calls[0].function.name,\", \" },\", \" });\", \" toolResult = await processToolCall(\", \" toolEvent,\", \" agent,\", \" handlers\", \" );\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'tool_done',\", \" meta_data: {\", \" name: toolEvent.tool_calls[0].function.name,\", \" },\", \" });\", \" } catch (error) {\", \" // Handle other tool execution errors\", \" console.error(\", \" `[Runner] Error during processToolCall: ${error}\", \"`\", \" );\", \" // Create an error result to send back to the model\", \"if needed,\", \" // or decide how to handle tool execution failures.\", \" // For now, let's create a generic error string.\", \" // We might want to make this more sophisticated lat\", \"er.\", \" toolResult = JSON.stringify({\", \" error: `Tool execution failed: ${error instanceo\", \"f Error ? error.message : String(error)}`,\", \" });\", \" // Optionally, re-throw if tool errors should halt t\", \"he process: throw error;\", \" }\", \"\", \" // Parse tool results for better logging (only if toolRe\", \"sult is not null)\", \" let parsedResults = null;\", \" try {\", \" parsedResults = JSON.parse(toolResult);\", \" } catch (e) {\", \" parsedResults = toolResult;\", \" }\", \"\", \" // Store tool results for subsequent model call\", \" if (Array.isArray(parsedResults)) {\", \" for (let i = 0; i < parsedResults.length; i++) {\", \" const result = parsedResults[i];\", \" // Associate result with the tool call ID\", \" if (i < toolEvent.tool_calls.length) {\", \" collectedToolResults.push({\", \" id: toolEvent.tool_calls[i].id,\", \" call_id:\", \" toolEvent.tool_calls[i].call_id ||\", \" toolEvent.tool_calls[i].id,\", \" output:\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result),\", \" });\", \" }\", \" }\", \" } else {\", \" // If there's just one result for potentially multip\", \"le calls\", \" const resultStr =\", \" typeof parsedResults === 'string'\", \" ? parsedResults\", \" : JSON.stringify(parsedResults);\", \"\", \" // Associate with the first tool call\", \" if (toolEvent.tool_calls.length > 0) {\", \" collectedToolResults.push({\", \" id: toolEvent.tool_calls[0].id,\", \" call_id:\", \" toolEvent.tool_calls[0].call_id ||\", \" toolEvent.tool_calls[0].id,\", \" output: resultStr,\", \" });\", \" }\", \" }\", \"\", \" // Send detailed tool result via event handler (only if\", \"results were processed)\", \" if (\", \" parsedResults !== null &&\", \" (allowedEvents === null ||\", \" allowedEvents.includes('tool_done'))\", \" ) {\", \" // Create a resultsById object that maps tool call I\", \"Ds to their results\", \" const resultsById: Record = {};\", \"\", \" // If parsedResults is an array, iterate through it\", \"and map each result to the corresponding tool call ID\", \" if (Array.isArray(parsedResults)) {\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"478be2\"}",{},"40ffcdfc-586c-4e14-a48e-c39a8b8072b8",{"_111":108,"_161":-5,"_445":4472},{"_453":473,"_228":474,"_475":-5,"_45":4471},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '520,730p' magi/src/utils/runner.ts\\n\", \"yield_time_ms\": 1000}",{},"3c9ac2e6-0692-4783-8039-b16bfd5a530f",{"_111":108,"_161":-5,"_445":4479},{"_453":45,"_454":4477},{"_482":57,"_483":484,"_451":452,"_4156":57},[4478],"I'll take a look around line 520 to gather the necessary details.",{},"d2464866-2202-4d2d-b7d3-733bb389e6d0",{"_111":465,"_161":494,"_445":4486},{"_453":45,"_454":4484},{},[4485],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3227, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"for await\\\" -n -n magi/src/uti\", \"ls/runner.ts\", \"334: for await (const event of streamWithTimeout) {\", \"360: // If the for await loop completes without error, this model\", \" succeeded.\", \"530: for await (const event of stream) {\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f1b389\"}",{},"7d3e667e-3d87-4cd5-ae3b-d528a7f65f5e",{"_111":108,"_161":-5,"_445":4492},{"_453":473,"_228":474,"_475":-5,"_45":4491},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"for await\\\" -n -n magi/src/utils/runner.ts\\n\"}",{},"cd325000-fc8e-427a-a533-76ed02f9c889",{"_111":108,"_161":-5,"_445":4499},{"_453":45,"_454":4497},{"_482":57,"_483":484,"_451":452,"_4156":57},[4498],"I’m adding `truncateLargeValues` import and creating logic to process `toolResultsToInclude`.",{},"3e395566-6ec8-443d-bdd1-e6ce119d14c7",{"_111":465,"_161":494,"_445":4506},{"_453":45,"_454":4504},{},[4505],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3194, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '330,360p' common/shared-types.\", \"ts\", \" role: 'assistant';\", \" status: 'in_progress' | 'completed' | 'incomplete';\", \"}\", \"\", \"/**\", \" * Tool call data structure\", \" */\", \"export interface ResponseInputFunctionCall extends ResponseBaseMessage {\", \" type: 'function_call';\", \" call_id: string;\", \" name: string;\", \" arguments: string;\", \" id?: string;\", \" status?: 'in_progress' | 'completed' | 'incomplete';\", \"}\", \"\", \"/**\", \" * Tool call data structure\", \" */\", \"export interface ResponseInputFunctionCallOutput extends ResponseBaseMessage {\", \" type: 'function_call_output';\", \" call_id: string;\", \" name?: string;\", \" output: string;\", \" id?: string;\", \" status?: 'in_progress' | 'completed' | 'incomplete';\", \"}\", \"\", \"/**\", \" * Response data from the LLM\", \" */\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"6ce41d\"}",{},"0bb1de9c-c338-4154-85b1-754c97ca31f5",{"_111":108,"_161":-5,"_445":4512},{"_453":473,"_228":474,"_475":-5,"_45":4511},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '330,360p' common/shared-types.ts\\n\"}",{},"c50f67fd-aa18-4e88-be41-59a0abb523ae",{"_111":465,"_161":494,"_445":4519},{"_453":45,"_454":4517},{},[4518],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3189, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"ResponseInputFunctionCallOutp\", \"ut\\\" -n common -r\", \"common/shared-types.ts:281: | ResponseInputFunctionCallOutput;\", \"common/shared-types.ts:349:export interface ResponseInputFunctionCallOutput exte\", \"nds ResponseBaseMessage {\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"66f0fd\"}",{},"ee60a86b-9ca0-4bd4-b6c8-1727b4d9dd70",{"_111":108,"_161":-5,"_445":4525},{"_453":473,"_228":474,"_475":-5,"_45":4524},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"ResponseInputFunctionCallOutput\\\" -n common -r\\n\"}",{},"e13e29ac-4d27-4489-b814-063bfaf9bc27",{"_111":108,"_161":-5,"_445":4532},{"_453":45,"_454":4530},{"_482":57,"_483":484,"_451":452,"_4156":57},[4531],"I’ll append tool results at the end, so the final output aligns with verifying needs.\n\nI'll append tool results after verification to keep the verification unaffected by them.\n\nI’ll look into the type definitions to verify how output is handled in function_call_output.",{},"11c58368-1312-4cb1-a836-c71129e258f2",{"_111":465,"_161":494,"_445":4539},{"_453":45,"_454":4537},{},[4538],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3177, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"messageItems\\\" -n magi/src/uti\", \"ls/runner.ts | head\", \"517: const messageItems: ResponseInput = [...conversationHistory];\", \"521: messageItems.push({\", \"568: messageItems.push(thinkingMessage);\", \"585: messageItems.push(contentMessage);\", \"833: // Skip adding to messageItems if the agent has onToolCa\", \"ll handler\", \"835: messageItems.push({\", \"849: messageItems.push({\", \"861: toolCallMessages = messageItems; // Use the collected items\", \"directly\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f171fb\"}",{},"7d351331-0470-41dd-a4a1-089091d34d74",{"_111":108,"_161":-5,"_445":4545},{"_453":473,"_228":474,"_475":-5,"_45":4544},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"messageItems\\\" -n magi/src/utils/runner.ts | head\\n\"}",{},"3bdfc60f-3bac-43b7-89cc-1a2ba4ba95a9",{"_111":108,"_161":-5,"_445":4552},{"_453":45,"_454":4550},{"_482":57,"_483":484,"_451":452,"_4156":57},[4551],"I'll check the messageItems variable between lines 885 and 910, to confirm accessibility.",{},"de248a43-5812-4299-a458-5819a3cd65e6",{"_111":465,"_161":494,"_445":4559},{"_453":45,"_454":4557},{},[4558],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3142, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '30,60p' magi/src/utils/runner.\", \"ts\", \" MODEL_CLASSES,\", \" ModelClassID,\", \" ModelEntry,\", \"} from '../model_providers/model_data.js';\", \"import { getModelFromClass } from '../model_providers/model_provider.js';\", \"import { processToolCall } from './tool_call.js';\", \"import { capitalize } from './llm_utils.js';\", \"import { getCommunicationManager, sendComms } from './communication.js';\", \"import { isPaused, sleep } from './communication.js';\", \"import { mechState, getModelScore } from './mech_state.js';\", \"\", \"const EVENT_TIMEOUT_MS = 300000; // 5 min timeout for events\", \"\", \"// Define a specific error type for clarity\", \"class TimeoutError extends Error {\", \" constructor(message: string) {\", \" super(message);\", \" this.name = 'TimeoutError';\", \" }\", \"}\", \"\", \"/**\", \" * Wraps an async generator stream to add inactivity timeout detection.\", \" * If no event is received within timeoutMs, it throws a TimeoutError.\", \" *\", \" * @param originalStream The stream to wrap.\", \" * @param timeoutMs The inactivity timeout duration in milliseconds.\", \" * @param identifier A string identifier for logging purposes (e.g., agent/model\", \" name).\", \" * @returns An async generator that yields events from the originalStream or thr\", \"ows on timeout.\", \" */\", \"async function* createTimeoutProxyStream(\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3035ed\"}",{},"631de259-de9a-4f5e-a3dc-624ba0836cba",{"_111":108,"_161":-5,"_445":4565},{"_453":473,"_228":474,"_475":-5,"_45":4564},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '30,60p' magi/src/utils/runner.ts\\n\"}",{},"04bbee8d-b9cf-40b0-99d5-f9eb0ecf9f36",{"_111":108,"_161":-5,"_445":4572},{"_453":45,"_454":4570},{"_482":57,"_483":484,"_451":452},[4571],"I’ll scroll up to check out the imports at the top of the file.",{},"3f1ec4d8-5c4c-45ec-9589-c657a34cd93e",{"_111":465,"_161":494,"_445":4579},{"_453":45,"_454":4577},{},[4578],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3111, \"output\": [\"root@44aacb326f96:/workspace/magi-system# head -n 30 magi/src/utils/runner.ts\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import type {\", \" StreamingEvent,\", \" ToolEvent,\", \" MessageEvent,\", \" ToolCall,\", \" ResponseInput,\", \" ToolCallHandler,\", \" RunnerConfig,\", \" ResponseInputItem,\", \" ResponseInputFunctionCall,\", \" ResponseInputFunctionCallOutput,\", \" ResponseInputMessage,\", \" ResponseThinkingMessage,\", \" StreamEventType,\", \" ErrorEvent,\", \" ResponseOutputMessage,\", \" VerifierResult,\", \"} from '../types/shared-types.js';\", \"import { Agent } from './agent.js';\", \"import { getModelProvider } from '../model_providers/model_provider.js';\", \"import {\", \" findModel,\", \" MODEL_CLASSES,\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"49cb76\"}",{},"8d5174a6-4fe1-418c-889a-f8b090f5a94b",{"_111":108,"_161":-5,"_445":4585},{"_453":473,"_228":474,"_475":-5,"_45":4584},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"head -n 30 magi/src/utils/runner.ts\\n\"}",{},"3f17a05e-b8b5-4a7e-b258-0b68efdb2923",{"_111":108,"_161":-5,"_445":4592},{"_453":45,"_454":4590},{"_482":57,"_483":484,"_451":452},[4591],"I need to import `truncateLargeValues` from './file_utils.js'. Also, checking MessageEvent customizations.",{},"f71d97b0-6358-4e99-87f0-40941000e1d9",{"_111":465,"_161":494,"_445":4599},{"_453":45,"_454":4597},{},[4598],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3109, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"file_utils\\\" -n magi/src/utils\", \"/runner.ts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4881c0\"}",{},"09fd32f8-1254-49b0-b15c-66201aa44cb4",{"_111":108,"_161":-5,"_445":4605},{"_453":473,"_228":474,"_475":-5,"_45":4604},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"file_utils\\\" -n magi/src/utils/runner.ts\\n\"}",{},"c9ffaff4-a8e5-49c5-8938-5fba1434a836",{"_111":108,"_161":-5,"_445":4612},{"_453":45,"_454":4610},{"_482":57,"_483":484,"_451":452,"_4156":57},[4611],"After verification, I'll add the truncation logic to properly handle large or non-JSON results.\n\nI'll ensure tool results are appended only once in the final response after recursion.\n\nI'll parse `conversationHistory` to gather and accumulate prior tool results during recursion.\n\nI'll filter `conversationHistory` for tool results, truncate them, and append them at the end.\n\nI'll check imports in `runner.ts` to ensure `truncateLargeValues` is included before implementing.",{},"ed1c7844-7241-4552-87ce-a2a948731983",{"_111":465,"_161":494,"_445":4619},{"_453":45,"_454":4617},{},[4618],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3107, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -r \\\"Tool Results\\\" -n | head\", \"magi/src/utils/history.ts:148: // Tool Results / Errors\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"daa4d3\"}",{},"86762cd0-647a-40c1-8d4f-f564cf2e07e9",{"_111":108,"_161":-5,"_445":4625},{"_453":473,"_228":474,"_475":-5,"_45":4624},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -r \\\"Tool Results\\\" -n | head\\n\"}",{},"31d55732-d47e-4a78-a1d6-6651636f9bc6",{"_111":108,"_161":-5,"_445":4632},{"_453":45,"_454":4630},{"_482":57,"_483":484,"_451":452,"_4156":57},[4631],"I’ll update runStreamedWithTools to add truncated tool results, checking for large values and appending.",{},"39c0d0e4-f77f-4436-8b54-89d61a83a7ac",{"_111":465,"_161":494,"_445":4639},{"_453":45,"_454":4637},{},[4638],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3022, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show HEAD~1:magi/src/utils/agent.t\", \"s | sed -n '520,640p'\", \" `${agent.name} captured tool result: ${resultString.\", \"substring(0, 100)}...`\", \" );\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing intercepted tool result in ${agent.nam\", \"e}:`,\", \" err\", \" );\", \" }\", \" },\", \" onEvent: (event: StreamingEvent) => {\", \" // Capture tool results from tool_done events\", \" if (event.type === 'tool_done') {\", \" try {\", \" const toolEvent = event as ToolEvent;\", \" const results = toolEvent.results;\", \" if (results) {\", \" const resultString =\", \" typeof results === 'string'\", \" ? results\", \" : JSON.stringify(results, null, 2);\", \"\", \" // Only add to results if it's not already included\", \" if (\", \" !toolResultsToInclude.includes(\", \" resultString.substring(\", \" 0,\", \" Math.min(50, resultString.length)\", \" )\", \" )\", \" ) {\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result from str\", \"eam: ${resultString.substring(0, 100)}...`\", \" );\", \" }\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing tool result in ${agent.name}:`,\", \" err\", \" );\", \" }\", \" }\", \" },\", \" };\", \"\", \" // Run the agent with the unified function\", \" let response = await Runner.runStreamedWithTools(\", \" agent,\", \" prompt,\", \" messages,\", \" handlers\", \" );\", \"\", \" // If we have a response but it doesn't seem to include tool results, ap\", \"pend them\", \" if (\", \" response &&\", \" toolResultsToInclude &&\", \" !response.includes(\", \" toolResultsToInclude.substring(\", \" 0,\", \" Math.min(50, toolResultsToInclude.length)\", \" )\", \" )\", \" ) {\", \" // Only append if the tool results aren't already reflected in the r\", \"esponse\", \" console.log(`${agent.name} appending tool results to response`);\", \" response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \" }\", \"\", \" console.log(`${agent.name} final response: ${response}`);\", \" return response || `No response from ${agent.name.toLowerCase()}`;\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2b081a\"}",{},"bd75053a-f503-4bae-b3ac-0432ff3a1d80",{"_111":108,"_161":-5,"_445":4645},{"_453":473,"_228":474,"_475":-5,"_45":4644},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~1:magi/src/utils/agent.ts | sed -n '520,640p'\\n\"}",{},"3b5b4304-5274-453d-9bbf-2963379048d0",{"_111":465,"_161":494,"_445":4652},{"_453":45,"_454":4650},{},[4651],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2967, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show HEAD~1:magi/src/utils/agent.t\", \"s | sed -n '470,520p'\", \" agent.modelClass = 'mini';\", \" }\", \" if (['code', 'reasoning'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" break;\", \" case 'standard':\", \" // No change needed?\", \" break;\", \" case 'high':\", \" if (['mini'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" let toolResultsToInclude = '';\", \" const toolCalls: any[] = [];\", \"\", \" try {\", \" console.log(\", \" `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \" prompt\", \" );\", \"\", \" // Set up handlers for the unified streaming function\", \" const handlers = {\", \" onToolCall: (toolCall: ToolCall) => {\", \" console.log(`${agent.name} intercepted tool call:`, toolCall);\", \" toolCalls.push(toolCall);\", \" },\", \" onToolResult: (toolCall: ToolCall, result: string) => {\", \" try {\", \" console.log(\", \" `${agent.name} intercepted tool result:`,\", \" truncateLargeValues(result)\", \" );\", \" if (result) {\", \" const resultString =\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result, null, 2);\", \"\", \" // Store results so we can include them in the response\", \"if needed\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result: ${resultString.\", \"substring(0, 100)}...`\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"78fd7f\"}",{},"a072474b-3363-4d7c-99cc-36d886e1be81",{"_111":108,"_161":-5,"_445":4658},{"_453":473,"_228":474,"_475":-5,"_45":4657},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~1:magi/src/utils/agent.ts | sed -n '470,520p'\\n\"}",{},"daddb812-5053-4a0f-8220-72bbc64336bf",{"_111":108,"_161":-5,"_445":4665},{"_453":45,"_454":4663},{"_482":57,"_483":484,"_451":452,"_4156":57},[4664],"I'll check HEAD2 and search for `runAgentTool` in agent.ts.",{},"f0d23cf8-e999-42a8-8745-1818d8bca22e",{"_111":465,"_161":494,"_445":4672},{"_453":45,"_454":4670},{},[4671],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2965, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show 671a002e4bc79e18f78db9bfde3cc\", \"50d675599b4:magi/src/utils/agent.ts | grep -n \\\"truncateLargeValues\\\" -n\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"614c26\"}",{},"7ecfae2f-976c-4a26-bd55-f6f7ae870f24",{"_111":108,"_161":-5,"_445":4678},{"_453":473,"_228":474,"_475":-5,"_45":4677},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show 671a002e4bc79e18f78db9bfde3cc50d675599b4:magi/src/utils/agent.ts | grep -n \\\"truncateLargeValues\\\" -n\\n\"}",{},"9398c097-9020-49e7-8dfe-c2ac6e0db7b3",{"_111":108,"_161":-5,"_445":4685},{"_453":45,"_454":4683},{"_482":57,"_483":484,"_451":452,"_4156":57},[4684],"I’ll look at the commit for runAgentTool, especially around \"truncateLargeValues,\" for context.",{},"34f429c9-ed80-42b1-8cc9-368a921d88ca",{"_111":465,"_161":494,"_445":4692},{"_453":45,"_454":4690},{},[4691],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2930, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '180,210p' magi/src/utils/histo\", \"ry.ts\", \" i++\", \" ) {\", \" const potentialMatch = messages[i];\", \" if (\", \" 'type' in potentialMatch &&\", \" potentialMatch.type === 'function_call_output' &&\", \" 'call_id' in potentialMatch &&\", \" potentialMatch.call_id === callId\", \" ) {\", \" return i;\", \" }\", \" }\", \" return -1; // Not found\", \"}\", \"\", \"async function compactHistory(): Promise {\", \" const currentMessages = history.messages; // Reference to the current histor\", \"y\", \" const approxTokens = JSON.stringify(currentMessages).length / 4;\", \"\", \" if (approxTokens <= COMPACT_TOKENS_AT) {\", \" return; // No need to compact\", \" }\", \"\", \" console.log(\", \" `[History] Compacting history: approx ${approxTokens} tokens exceeds lim\", \"it of ${COMPACT_TOKENS_AT}`\", \" );\", \"\", \" // --- Categorization and Pairing ---\", \" const categorizedMessages: {\", \" category: MessageCategory;\", \" index: number;\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"64b049\"}",{},"4206cdac-1193-4d06-b62c-0e2b2f0a0243",{"_111":108,"_161":-5,"_445":4698},{"_453":473,"_228":474,"_475":-5,"_45":4697},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '180,210p' magi/src/utils/history.ts\\n\"}",{},"3d6bc8e0-a687-4732-a391-8ff63df1b06c",{"_111":108,"_161":-5,"_445":4705},{"_453":45,"_454":4703},{"_482":57,"_483":484,"_451":452},[4704],"I'll check lines 185 to 200 to investigate the relevant section.",{},"a4a700dd-2e6b-4a1c-81fb-516ca189c2e2",{"_111":465,"_161":494,"_445":4712},{"_453":45,"_454":4710},{},[4711],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2926, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"function_call_output\\\" -n magi\", \"/src/utils/history.ts | head\", \"149: if ('type' in message && message.type === 'function_call_output') {\", \"185: potentialMatch.type === 'function_call_output' &&\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4e5332\"}",{},"60ae438b-c5fc-4d63-aa5f-4597d04edff1",{"_111":108,"_161":-5,"_445":4718},{"_453":473,"_228":474,"_475":-5,"_45":4717},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"function_call_output\\\" -n magi/src/utils/history.ts | head\\n\"}",{},"23930934-b51a-4243-a986-908bbd2fc41d",{"_111":108,"_161":-5,"_445":4725},{"_453":45,"_454":4723},{"_482":57,"_483":484,"_451":452,"_4156":57},[4724],"I’ll review history.ts to understand how tool results are managed and avoid duplicates.",{},"b30001b6-4bf5-48c3-81bb-e0a8d33b9fd7",{"_111":465,"_161":494,"_445":4732},{"_453":45,"_454":4730},{},[4731],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2846, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '920,990p' magi/src/utils/runne\", \"r.ts\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"\", \" if (\", \" vResult.status === 'fail' &&\", \" verificationAttempt < agent.maxVerificationAttempts\", \" ) {\", \" console.warn(\", \" `[Runner] verifier failed: ${vResult.reason ?? '(no reas\", \"on)'}`\", \" );\", \" const retryHistory: ResponseInput = [\", \" ...conversationHistory,\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `Verifier feedback:\\\\n${vResult.reason ?? '(\", \"none)'}`,\", \" },\", \" ];\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e79534\"}",{},"561f47dc-7cb3-476f-8606-4d9b191584aa",{"_111":108,"_161":-5,"_445":4738},{"_453":473,"_228":474,"_475":-5,"_45":4737},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '920,990p' magi/src/utils/runner.ts\\n\"}",{},"72fbf56f-949c-4250-ba29-1fda062a016f",{"_111":108,"_161":-5,"_445":4745},{"_453":45,"_454":4743},{"_482":57,"_483":484,"_451":452,"_4156":57},[4744],"The commit added verification, now I'll adjust runStreamedWithTools to include the tool results.",{},"863d85b1-7f07-4f8a-886b-1a3bb0748bf6",{"_111":465,"_161":494,"_445":4752},{"_453":45,"_454":4750},{},[4751],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2774, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | sed -n '850,910p'\", \" let jsonResponse;\", \" try {\", \" jsonResponse = JSON.parse(fullResponse.trim());\", \" console.log(\", \" `[Runner] Successfully parsed JSON response for agen\", \"t ${agent.name}`\", \" );\", \" } catch (error) {\", \" const jsonError = error as Error;\", \" // If we couldn't parse it directly, try to extract JSON\", \" from text\", \" const jsonMatch =\", \" fullResponse.match(\", \" /```(?:json)?\\\\s*({[\\\\s\\\\S]*?})\\\\s*```/\", \" ) || fullResponse.match(/({[\\\\s\\\\S]*})/);\", \"\", \" if (jsonMatch && jsonMatch[1]) {\", \" try {\", \" jsonResponse = JSON.parse(jsonMatch[1].trim());\", \" console.log(\", \" `[Runner] Extracted and parsed JSON from res\", \"ponse for agent ${agent.name}`\", \" );\", \" } catch (err) {\", \" const extractError = err as Error;\", \" throw new Error(\", \" `Failed to parse extracted JSON: ${extractEr\", \"ror.message}`\", \" );\", \" }\", \" } else {\", \" throw new Error(\", \" `Response is not valid JSON and no JSON block co\", \"uld be extracted: ${jsonError.message}`\", \" );\", \" }\", \" }\", \"\", \" // If force_json is true and parsing failed, we might want t\", \"o retry\", \" // But for now, just use the successfully parsed result\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"70422c\"}",{},"6264b83a-3b36-44e6-a9bb-af864e1af3c9",{"_111":108,"_161":-5,"_445":4758},{"_453":473,"_228":474,"_475":-5,"_45":4757},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/runner.ts | sed -n '850,910p'\\n\"}",{},"c377005f-5246-4838-94fd-d9cde53f2e7f",{"_111":108,"_161":-5,"_445":4765},{"_453":45,"_454":4763},{"_482":57,"_483":484,"_451":452},[4764],"I'm moving closer to the end now.",{},"b33f4cf0-3e6d-491b-8f41-325f588045b3",{"_111":465,"_161":494,"_445":4772},{"_453":45,"_454":4770},{},[4771],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2413, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | sed -n '520,850p'\", \" const thinkingMessage: ResponseThinkingMessage = {\", \" type: 'thinking',\", \" role: 'assistant',\", \" content:\", \" message.thinking_content &&\", \" message.thinking_content !== '{empty}'\", \" ? message.thinking_content\", \" : '',\", \" signature: message.thinking_signature || '',\", \" thinking_id: message.message_id || '',\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(thinkingMessage);\", \" if (agent.onThinking) {\", \" await agent.onThinking(thinkingMessage);\", \" }\", \" }\", \"\", \" if (message.content) {\", \" fullResponse = message.content;\", \" // Add the assistant's response\", \" const contentMessage: ResponseOutputMessage = {\", \" id: message.message_id,\", \" type: 'message',\", \" role: 'assistant',\", \" content: message.content,\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(contentMessage);\", \" if (agent.onResponse) {\", \" await agent.onResponse(contentMessage);\", \" }\", \" }\", \" break;\", \" }\", \"\", \" case 'tool_start': {\", \" // Process tool calls\", \" const toolEvent = event as ToolEvent;\", \"\", \" if (\", \" !toolEvent.tool_calls ||\", \" toolEvent.tool_calls.length === 0\", \" ) {\", \" continue;\", \" }\", \"\", \" // Collect tool calls for later use\", \" collectedToolCalls = [\", \" ...collectedToolCalls,\", \" ...toolEvent.tool_calls,\", \" ];\", \"\", \" // Log tool calls for debugging\", \" toolEvent.tool_calls.forEach(call => {\", \" let parsedArgs = {};\", \" try {\", \" if (\", \" call.function.arguments &&\", \" call.function.arguments.trim()\", \" ) {\", \" parsedArgs = JSON.parse(\", \" call.function.arguments\", \" );\", \" }\", \" } catch (parseError) {\", \" console.error(\", \" 'Error parsing tool arguments:',\", \" parseError\", \" );\", \" parsedArgs = { _raw: call.function.arguments };\", \" }\", \"\", \" console.log(\", \" `[Tool Call] ${call.function.name}:`,\", \" parsedArgs\", \" );\", \" });\", \"\", \" // Process all tool calls in parallel, catching signals\", \" let toolResult: string | null = null; // Initialize to n\", \"ull\", \" try {\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'tool_start',\", \" meta_data: {\", \" name: toolEvent.tool_calls[0].function.name,\", \" },\", \" });\", \" toolResult = await processToolCall(\", \" toolEvent,\", \" agent,\", \" handlers\", \" );\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'tool_done',\", \" meta_data: {\", \" name: toolEvent.tool_calls[0].function.name,\", \" },\", \" });\", \" } catch (error) {\", \" // Handle other tool execution errors\", \" console.error(\", \" `[Runner] Error during processToolCall: ${error}\", \"`\", \" );\", \" // Create an error result to send back to the model\", \"if needed,\", \" // or decide how to handle tool execution failures.\", \" // For now, let's create a generic error string.\", \" // We might want to make this more sophisticated lat\", \"er.\", \" toolResult = JSON.stringify({\", \" error: `Tool execution failed: ${error instanceo\", \"f Error ? error.message : String(error)}`,\", \" });\", \"...\", \" if (\", \" agent.modelSettings?.tool_choice !== 'none' &&\", \" collectedToolCalls.length > 0 &&\", \" collectedToolResults.length > 0\", \" ) {\", \" console.log(\", \" `[Runner] Collected ${collectedToolCalls.length} tool calls,\", \" running follow-up with results.`\", \" );\", \"\", \" // Increment tool call count\", \" toolCallCount++;\", \" console.log(\", \" `[Runner] Tool call iteration ${toolCallCount} of ${agent.ma\", \"xToolCalls} maximum`\", \" );\", \"\", \" // Check if we've reached the maximum number of tool call rounds\", \" per turn (if set)\", \" if (\", \" agent.maxToolCallRoundsPerTurn !== undefined &&\", \" toolCallCount >= agent.maxToolCallRoundsPerTurn\", \" ) {\", \" console.log(\", \" `[Runner] Reached maxToolCallRoundsPerTurn (${agent.maxT\", \"oolCallRoundsPerTurn}) for agent ${agent.name}. Stopping tool call loop for this\", \" turn.`\", \" );\", \" // Return the current response without making another recurs\", \"ive call\", \" return fullResponse;\", \" }\", \"\", \" // Check if we've reached the maximum number of tool calls\", \" if (toolCallCount >= agent.maxToolCalls) {\", \" console.log(\", \" '**********************************************'\", \" );\", \" console.log(\", \" `[Runner] REACHED MAXIMUM TOOL CALLS (${agent.maxToolCal\", \"ls})`\", \" );\", \" console.log(\", \" '[Runner] Forcing model to return a final answer and not\", \" use more tools'\", \" );\", \" console.log(\", \" '**********************************************'\", \" );\", \" // On the last attempt, don't allow more tool calls\", \" if (!agent.modelSettings) {\", \" agent.modelSettings = {};\", \" }\", \" agent.modelSettings.tool_choice = 'none';\", \" } else if (toolCallCount > 0) {\", \" // After the first tool call, set tool_choice to 'auto' to p\", \"revent repetitive tool calling\", \" if (!agent.modelSettings) {\", \" agent.modelSettings = {};\", \" }\", \" agent.modelSettings.tool_choice = 'auto';\", \" }\", \"\", \" // Create tool call messages for the next model request\", \" let toolCallMessages: ResponseInput = [];\", \"\", \" // Add the function calls\", \" for (const toolCall of collectedToolCalls) {\", \" // Skip adding to messageItems if the agent has onToolCall h\", \"andler\", \" // The agent's onToolCall will use addHistory instead\", \" messageItems.push({\", \" type: 'function_call',\", \" id: toolCall.id,\", \" call_id: toolCall.call_id || toolCall.id,\", \" name: toolCall.function.name,\", \" arguments: toolCall.function.arguments,\", \" model: agent.model,\", \" });\", \"\", \" // Add the corresponding tool result\", \" const result = collectedToolResults.find(\", \" r => r.call_id === toolCall.call_id || toolCall.id\", \" );\", \" if (result) {\", \" messageItems.push({\", \" type: 'function_call_output',\", \" id: toolCall.id,\", \" call_id: toolCall.call_id || toolCall.id,\", \" name: toolCall.function.name,\", \" output: result.output,\", \" model: agent.model,\", \" });\", \" }\", \" }\", \"\", \" // Use the input array as our messages\", \" toolCallMessages = messageItems; // Use the collected items dire\", \"ctly\", \"\", \" // Run the agent again with the tool results\", \" console.log('[Runner] Running agent with tool call results');\", \"\", \" const followUpResponse = await this.runStreamedWithTools(\", \" agent,\", \" '', // No new user input is needed, history contains results\", \" toolCallMessages,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount // Pass the current toolCallCount to track acr\", \"oss recursive calls\", \" );\", \"\", \" // Use the follow-up response as the final response\", \" if (followUpResponse) {\", \" fullResponse = followUpResponse;\", \" }\", \" }\", \"\", \" // Handle structured JSON output if json_schema is specified\", \" if (agent.modelSettings?.json_schema) {\", \" try {\", \" // Try to parse the response as JSON\", \" let jsonResponse;\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 112, \"chunk_id\": \"4c73ac\"}",{},"7071a134-09aa-40d6-bbdb-bbe759a999b0",{"_111":108,"_161":-5,"_445":4778},{"_453":473,"_228":474,"_475":-5,"_45":4777},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/runner.ts | sed -n '520,850p'\\n\", \"yield_time_ms\": 1000}",{},"4bf7f1aa-62c3-427c-acec-663cf2c5dcf5",{"_111":465,"_161":494,"_445":4785},{"_453":45,"_454":4783},{},[4784],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2333, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | sed -n '450,520p'\", \" type: 'error',\", \" agent: agent.export(), // Agent state before attempting models\", \" error: 'No suitable initial model found for the specified criteria.'\", \",\", \" };\", \" } // End of runStreamed\", \"\", \" /**\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any // Add optional communicationManager paramete\", \"r\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \" output: string;\", \" }[] = [];\", \"\", \" try {\", \" conversationHistory = [...conversationHistory]; // Clone so that add\", \"itional messages don't affect the original\", \"\", \" const stream = this.runStreamed(agent, input, conversationHistory);\", \"\", \" // Start with initial messages - convert standard message format to\", \"responses format\", \" const messageItems: ResponseInput = [...conversationHistory];\", \"\", \" if (input) {\", \" // Add the user input message\", \" messageItems.push({\", \" type: 'message',\", \" role: 'user',\", \" content: input,\", \" });\", \" }\", \"\", \" // Use the provided communicationManager if available, otherwise get\", \" the global one\", \" const comm = communicationManager || getCommunicationManager();\", \" for await (const event of stream) {\", \" // Handle different event types\", \" const eventType = event.type as StreamEventType;\", \"\", \" // Call the event handler if provided\", \" if (\", \" allowedEvents === null ||\", \" allowedEvents.includes(eventType)\", \" ) {\", \" comm.send(event);\", \" if (handlers.onEvent) {\", \" handlers.onEvent(event);\", \" }\", \" }\", \"\", \" switch (eventType) {\", \" case 'message_delta':\", \" break;\", \"\", \" case 'message_complete': {\", \" // Accumulate the message content\", \" const message = event as MessageEvent;\", \"\", \" if (message.thinking_content) {\", \" // Add the assistant's thinking\", \" const thinkingMessage: ResponseThinkingMessage = {\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"680d2a\"}",{},"2ea75bde-abe2-4bd1-b0a9-fff984e2a50e",{"_111":108,"_161":-5,"_445":4791},{"_453":473,"_228":474,"_475":-5,"_45":4790},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/runner.ts | sed -n '450,520p'\\n\", \"yield_time_ms\": 1000}",{},"48cf4ee5-8532-4c4c-b782-0ba1d646a9ff",{"_111":108,"_161":-5,"_445":4798},{"_453":45,"_454":4796},{"_482":57,"_483":484,"_451":452},[4797],"I’ll check the previous commit’s runStreamedWithTools function around line 459.",{},"43c37327-3283-4d7d-a492-ee6ddafa7741",{"_111":465,"_161":494,"_445":4805},{"_453":45,"_454":4803},{},[4804],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2324, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | grep -n \\\"runStreamedWithTools\\\" | head\", \"459: static async runStreamedWithTools(\", \"831: const followUpResponse = await this.runStreamedWithTools(\", \"909: console.error(`[Runner] Error in runStreamedWithTools: ${error}`\", \");\", \"1038: `[Runner] Stage ${currentStage} using standard LLM\", \"execution (runStreamedWithTools).`\", \"1040: stageOutput = await this.runStreamedWithTools(\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"180d77\"}",{},"518a3565-a06c-462d-8ed5-d970b4e1c9ac",{"_111":108,"_161":-5,"_445":4811},{"_453":473,"_228":474,"_475":-5,"_45":4810},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/runner.ts | grep -n \\\"runStreamedWithTools\\\" | head\\n\"}",{},"13bf2a94-fdb8-4b3c-aaa9-57040ab2530f",{"_111":108,"_161":-5,"_445":4818},{"_453":45,"_454":4816},{"_482":57,"_483":484,"_451":452},[4817],"I'll review the last commit for details on runAgentTool's original features.",{},"8d034f51-bf38-4243-b871-8bbf236a600a",{"_111":465,"_161":494,"_445":4825},{"_453":45,"_454":4823},{},[4824],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2271, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:common/shared-types.ts | head -n 50\", \"import { type ExecSyncOptions, execSync } from 'child_process';\", \"\", \"/**\", \" * Common type definitions for the MAGI system.\", \" *\", \" * THIS FILE IS LOCATED AT common/shared-types.ts\", \" * DO NOT COPY INTO ANOTHER LOCATION DURING DEVELOPMENT\", \" */\", \"declare global {\", \" // eslint-disable-next-line @typescript-eslint/no-namespace\", \" namespace NodeJS {\", \" interface ProcessEnv {\", \" NODE_ENV: 'development' | 'production';\", \" PROCESS_ID: string;\", \" CONTROLLER_PORT: string;\", \" HOST_HOSTNAME: string;\", \" OPENROUTER_API_KEY?: string;\", \" OPENAI_API_KEY?: string;\", \" ANTHROPIC_API_KEY?: string;\", \" GOOGLE_API_KEY?: string;\", \" XAI_API_KEY?: string;\", \" DEEPSEEK_API_KEY?: string;\", \" BRAVE_API_KEY?: string;\", \" PROJECT_REPOSITORIES?: string;\", \" PROJECT_PARENT_PATH?: string;\", \" PROCESS_PROJECTS?: string;\", \" }\", \" }\", \"}\", \"\", \"// Define the Agent interface to avoid circular dependency\", \"export interface AgentInterface {\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: AgentInterface[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: string;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" onToolCall?: (toolCall: ToolCall) => void;\", \" onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \" export(): AgentExportDefinition;\", \" asTool(): ToolFunction;\", \"}\", \"\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"083940\"}",{},"4f1274e2-69ca-4398-b051-2c986f7ffad9",{"_111":108,"_161":-5,"_445":4831},{"_453":473,"_228":474,"_475":-5,"_45":4830},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:common/shared-types.ts | head -n 50\\n\"}",{},"fc00f59f-27c1-4686-b106-5b40029a6daa",{"_111":108,"_161":-5,"_445":4838},{"_453":45,"_454":4836},{"_482":57,"_483":484,"_451":452},[4837],"I'll inspect commit 745b81 to review the actual code before proceeding further.",{},"ea9faec9-8452-435a-b559-5961e9e933b1",{"_111":465,"_161":494,"_445":4845},{"_453":45,"_454":4843},{},[4844],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2261, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2^ | head -n 20\", \"commit f3b2a756fd052e02a5e4087e16964bbbb8c126b2\", \"Merge: 9848d0c 2211057\", \"Author: James Peter \", \"Date: Sun May 18 12:50:30 2025 +1000\", \"\", \" Merge pull request #16 from has-context/codex/integrate-and-complete-researc\", \"hoperatoragent-code-x8gyzg\", \"\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"d2b8ce\"}",{},"f9612daa-e6b2-4a98-991e-32764882a222",{"_111":108,"_161":-5,"_445":4851},{"_453":473,"_228":474,"_475":-5,"_45":4850},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2^ | head -n 20\\n\"}",{},"43236332-ec71-48fc-b4d2-64d93613bb2a",{"_111":465,"_161":494,"_445":4858},{"_453":45,"_454":4856},{},[4857],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2251, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2 | head -n 20\", \"commit 745b81dcfb4c6822c033b17836d325c2fbcf22f2\", \"Merge: f3b2a75 0ca708a\", \"Author: James Peter \", \"Date: Sun May 18 12:51:08 2025 +1000\", \"\", \" Merge pull request #17 from has-context/codex/update-magi-context-for-projec\", \"t-workflows\", \"\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"91448e\"}",{},"7a84a9d8-212f-4590-a90f-0091e6d69f31",{"_111":108,"_161":-5,"_445":4864},{"_453":473,"_228":474,"_475":-5,"_45":4863},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2 | head -n 20\\n\"}",{},"15790443-c38c-498f-984c-73b51a43b582",{"_111":108,"_161":-5,"_445":4871},{"_453":45,"_454":4869},{"_482":57,"_483":484,"_451":452,"_4156":57},[4870],"I'll review the previous commit by opening HEAD1 to check runAgentTool's prior version.",{},"1e6a6f98-a407-4daf-bcb2-f43768cc3aee",{"_111":465,"_161":494,"_445":4878},{"_453":45,"_454":4876},{},[4877],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2231, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git log -2 --stat\", \"commit 671a002e4bc79e18f78db9bfde3cc50d675599b4 (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:23:45 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"\", \"commit 745b81dcfb4c6822c033b17836d325c2fbcf22f2\", \"Merge: f3b2a75 0ca708a\", \"Author: James Peter \", \"Date: Sun May 18 12:51:08 2025 +1000\", \"\", \" Merge pull request #17 from has-context/codex/update-magi-context-for-projec\", \"t-workflows\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"838f4a\"}",{},"493c28ef-3d00-4020-a198-5ee4bd487950",{"_111":108,"_161":-5,"_445":4884},{"_453":473,"_228":474,"_475":-5,"_45":4883},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git log -2 --stat\\n\"}",{},"1b3e8d31-f153-4599-957c-ce1c824b25bc",{"_111":108,"_161":-5,"_445":4891},{"_453":45,"_454":4889},{"_482":57,"_483":484,"_451":452,"_4156":57},[4890],"The README now lists Verifier Agents. I'll check the previous commit for runStreamedWithTools.",{},"f85a1005-acc5-4f62-afe6-dfad5b541552",{"_111":465,"_161":494,"_445":4898},{"_453":45,"_454":4896},{},[4897],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2211, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show HEAD~1:README.md | sed -n '14\", \"0,155p'\", \"- **Quota Management**: Tracks usage quotas across providers to optimize cost\", \"- **Streaming Responses**: Real-time streaming of LLM outputs and tool usage\", \"- **Tool Integration**: Agents can use tools like web search, code execution, an\", \"d browser automation\", \"- **Browser Integration**: Chrome extension allows direct interaction with the w\", \"eb browser\", \"- **Cost Tracking**: Monitors and reports on API usage costs\", \"\", \"## Command Line Utilities\", \"\", \"- **List Process Output**: `./scripts/list-output.sh`\", \"- **Clear Process Output**: `./scripts/clear-process-output.sh `\", \"- **Clear All Output**: `./scripts/clear-output.sh`\", \"\", \"## Testing\", \"\", \"The system includes a comprehensive testing suite using Playwright:\", \"\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c167bf\"}",{},"b5a000c4-5b48-4cc4-8395-eefab2dfb97d",{"_111":108,"_161":-5,"_445":4904},{"_453":473,"_228":474,"_475":-5,"_45":4903},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~1:README.md | sed -n '140,155p'\\n\"}",{},"fc493cd4-0016-43f5-85c5-a8ae1dbe9c10",{"_111":108,"_161":-5,"_445":4911},{"_453":45,"_454":4909},{"_482":57,"_483":484,"_451":452},[4910],"I'll review the commit diff before the last one to establish a baseline.",{},"76c7ef5d-4ebf-4864-9bcf-e0682cdcb6fc",{"_111":465,"_161":494,"_445":4918},{"_453":45,"_454":4916},{},[4917],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2188, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '140,160p' magi/src/utils/histo\", \"ry.ts\", \" // Tool Calls (TalkToUser vs Standard)\", \" if ('type' in message && message.type === 'function_call') {\", \" if ('name' in message && message.name === talkToUserToolName) {\", \" return 'TalkToUserToolCall';\", \" }\", \" return 'ToolCall';\", \" }\", \"\", \" // Tool Results / Errors\", \" if ('type' in message && message.type === 'function_call_output') {\", \" // Check if the output content indicates an error\", \" if (\", \" 'output' in message &&\", \" typeof message.output === 'string' &&\", \" (message.output.toLowerCase().includes('\\\"error\\\":') ||\", \" message.output.toLowerCase().includes('error:'))\", \" ) {\", \" return 'ToolError';\", \" }\", \" return 'ToolResult';\", \" }\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"aa3695\"}",{},"84dcda5b-bd98-44b4-ae6f-b0ca352d57ec",{"_111":108,"_161":-5,"_445":4924},{"_453":473,"_228":474,"_475":-5,"_45":4923},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '140,160p' magi/src/utils/history.ts\\n\"}",{},"1b6a007d-69ca-4e00-b0fc-8cf45a5c754e",{"_111":108,"_161":-5,"_445":4931},{"_453":45,"_454":4929},{"_482":57,"_483":484,"_451":452},[4930],"I'll take a look at the code near line 148.",{},"5a72307f-d8d3-4e5b-a307-c680c3ef6a40",{"_111":465,"_161":494,"_445":4938},{"_453":45,"_454":4936},{},[4937],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2185, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"Tool Results\\\" -n magi/src/uti\", \"ls/history.ts\", \"148: // Tool Results / Errors\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"315ba7\"}",{},"450e0f95-70c2-437f-a1b6-8041d187e6ba",{"_111":108,"_161":-5,"_445":4944},{"_453":473,"_228":474,"_475":-5,"_45":4943},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"Tool Results\\\" -n magi/src/utils/history.ts\\n\"}",{},"c21125c7-82cb-4997-a5b3-91c894e2ce41",{"_111":108,"_161":-5,"_445":4951},{"_453":45,"_454":4949},{"_482":57,"_483":484,"_451":452,"_4156":57},[4950],"I'm scrolling to check for the truncated data towards the end.",{},"a57646c5-28e3-4e66-9ad4-4600bf662e67",{"_111":465,"_161":494,"_445":4958},{"_453":45,"_454":4956},{},[4957],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2098, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '460,540p' magi/src/utils/histo\", \"ry.ts\", \" '^' + // Start of string\", \" '\\\\\\\\s*' + // Optional leading whitespace\", \" '(?:[#*\\\\\\\\-+=\\\\\\\\s]+)?' + // Optional markers (#, *, -, =, +, spaces)\", \" '\\\\\\\\s*' + // Optional whitespace\", \" `${escapeRegex(aiName)}\\\\\\\\s*` + // AI name, surrounded by optional whites\", \"pace (Required)\", \" '(?:' + // Optional non-capturing group for keyword\", \" '(?:' + // Non-capturing group for actual keywords\", \" '[Tt]houghts?' + // Thoughts or Thought\", \" '|[Tt]hinking' + // Thinking\", \" '|[Nn]otes?' + // Notes or Note\", \" '|[Ii]nternal\\\\\\\\s+[Mm]onologue' + // Internal Monologue\", \" '|[Rr]eflections?' + // Reflections or Reflection\", \" '|[Ll]ogs?' + // Logs or Log\", \" '|[Aa]nalysis' + // Analysis\", \" '|[Ss]aid' + // Said\", \" '|[Ss]ays?' + // Say or Says\", \" '|[Uu]pdate' + // Update\", \" ')' +\", \" '\\\\\\\\s*' + // Optional whitespace after keyword\", \" ')?' + // Keyword group is optional overall\", \" '(?:[:\\\\\\\\-=\\\\\\\\s]|$)' + // Optional separator character (:, -, =, whitespac\", \"e) or end of line on the *same* line as name/keyword\", \" '.*?' + // Consume any other characters on the line non-greedily (like \\\"\", \" - Step 1\\\")\", \" '\\\\\\\\s*' + // Optional whitespace before the main separator\", \" '(?:[\\\\\\\\n\\\\\\\\r]+|[:\\\\\\\\- =]+\\\\\\\\s*|$)' + // Main separator: Newlines OR punctua\", \"tion (:, ---, ===) OR end of the matched prefix part\", \" '\\\\\\\\s*' // Optional trailing whitespace before the actual content\", \");\", \"\", \"/**\", \" * Removes potential LLM prefixes from the start of a string.\", \" * @param {string} text The input string.\", \" * @returns {string} The string with the prefix removed, if found.\", \" */\", \"function removePrefix(text: string): string {\", \" if (text === null || text === undefined) {\", \" return '';\", \" }\", \" return text.replace(generalizedPrefixRegex, '');\", \"}\", \"\", \"/**\", \" * Add a message to history\", \" */\", \"export async function addMonologue(\", \" content: string,\", \" thread?: ResponseInput\", \"): Promise {\", \" return addHistory(\", \" {\", \" type: 'message',\", \" role: 'user',\", \" content: `${aiName} thoughts: ${removePrefix(content)}`,\", \" },\", \" thread\", \" );\", \"}\", \"\", \"/**\", \" * Add a message to history\", \" */\", \"export async function addHumanMessage(\", \" content: string,\", \" thread?: ResponseInput,\", \" source?: string\", \"): Promise {\", \" const person = process.env.YOUR_NAME || 'User';\", \" addHistory(\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `${source || person} said:\\\\n${content}`,\", \" },\", \" thread\", \" );\", \"}\", \"\", \"/**\", \" * Add a message to history\", \" */\", \"export async function addSystemMessage(\", \" content: string,\", \" interrupt?: string,\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f55afc\"}",{},"becb62c8-bc8f-43c9-85f5-c111eb302c04",{"_111":108,"_161":-5,"_445":4964},{"_453":473,"_228":474,"_475":-5,"_45":4963},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '460,540p' magi/src/utils/history.ts\\n\"}",{},"5a2e48b8-538d-4130-aa06-f0654f43a996",{"_111":108,"_161":-5,"_445":4971},{"_453":45,"_454":4969},{"_482":57,"_483":484,"_451":452},[4970],"I’ll continue scrolling until I reach the relevant section.",{},"a055750b-960c-44c6-afc8-6c9bb33cb245",{"_111":465,"_161":494,"_445":4978},{"_453":45,"_454":4976},{},[4977],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2034, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '120,180p' magi/src/utils/histo\", \"ry.ts\", \" // System role messages are instructions\", \" if ('role' in message && message.role === 'system') {\", \" return 'SystemInstruction';\", \" }\", \"\", \" // User Input\", \" if ('role' in message && message.role === 'user') {\", \" // Could add logic here to detect commands vs general input if needed la\", \"ter\", \" return 'UserInput';\", \" }\", \"\", \" // Assistant Thought / Response\", \" if ('role' in message && message.role === 'assistant') {\", \" if ('type' in message && message.type === 'thinking') {\", \" return 'AssistantThought';\", \" }\", \" // Default assistant role messages as responses\", \" return 'AssistantResponse';\", \" }\", \"\", \" // Tool Calls (TalkToUser vs Standard)\", \" if ('type' in message && message.type === 'function_call') {\", \" if ('name' in message && message.name === talkToUserToolName) {\", \" return 'TalkToUserToolCall';\", \" }\", \" return 'ToolCall';\", \" }\", \"\", \" // Tool Results / Errors\", \" if ('type' in message && message.type === 'function_call_output') {\", \" // Check if the output content indicates an error\", \" if (\", \" 'output' in message &&\", \" typeof message.output === 'string' &&\", \" (message.output.toLowerCase().includes('\\\"error\\\":') ||\", \" message.output.toLowerCase().includes('error:'))\", \" ) {\", \" return 'ToolError';\", \" }\", \" return 'ToolResult';\", \" }\", \"\", \" // Fallback for unknown types\", \" console.warn(\", \" '[History] Unknown message type encountered during categorization:',\", \" message\", \" );\", \" return 'Unknown';\", \"}\", \"\", \"// Helper function to find related tool result for a tool call\", \"function findRelatedToolResultIndex(\", \" messages: ResponseInput,\", \" callId: string,\", \" startIndex: number,\", \" maxLookAhead: number = 10 // Look ahead a reasonable number of messages\", \"): number {\", \" for (\", \" let i = startIndex + 1;\", \" i < Math.min(messages.length, startIndex + maxLookAhead);\", \" i++\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a7cffb\"}",{},"d6392466-ce85-4dcb-9adf-d07804432c32",{"_111":108,"_161":-5,"_445":4984},{"_453":473,"_228":474,"_475":-5,"_45":4983},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '120,180p' magi/src/utils/history.ts\\n\"}",{},"0f958b1e-e9f3-489b-a2e3-8fd96fb1bd6d",{"_111":108,"_161":-5,"_445":4991},{"_453":45,"_454":4989},{"_482":57,"_483":484,"_451":452},[4990],"I’m opening the history.ts file to explore its content.",{},"d45d1867-40db-4bd6-88d4-f4600c8fa41c",{"_111":465,"_161":494,"_445":4998},{"_453":45,"_454":4996},{},[4997],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2032, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"Tool Results\\\" -r\", \"magi/src/utils/history.ts:148: // Tool Results / Errors\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"d6aa8f\"}",{},"07250790-ae5d-43fe-9716-a33a1d787c75",{"_111":108,"_161":-5,"_445":5004},{"_453":473,"_228":474,"_475":-5,"_45":5003},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"Tool Results\\\" -r\\n\"}",{},"5bdb0752-9b74-43fc-a0e4-7c4cafe2f112",{"_111":108,"_161":-5,"_445":5011},{"_453":45,"_454":5009},{"_482":57,"_483":484,"_451":452,"_4156":57},[5010],"I'll modify runStreamedWithTools to append \"Tool Results:\" to the final output.",{},"c1b5cdd2-aee9-42e0-9ba2-55eaf17f1deb",{"_111":465,"_161":494,"_445":5018},{"_453":45,"_454":5016},{},[5017],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1969, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '360,420p' magi/src/utils/commu\", \"nication.ts\", \"\", \" this.sendMessage({\", \" processId: this.processId,\", \" event,\", \" });\", \" }\", \"\", \" /**\", \" * Send any queued messages after reconnection\", \" */\", \" private sendQueuedMessages(): void {\", \" if (!this.connected || !this.ws) return;\", \"\", \" const queueCopy = [...this.messageQueue];\", \" this.messageQueue = [];\", \"\", \" for (const message of queueCopy) {\", \" try {\", \" this.ws.send(JSON.stringify(message));\", \" } catch (err) {\", \" console.error('Error sending queued message:', err);\", \" this.messageQueue.push(message);\", \" }\", \" }\", \" }\", \"\", \" /**\", \" * Load message history from file if it exists\", \" */\", \" private loadHistoryFromFile(): void {\", \" try {\", \" if (fs.existsSync(this.historyFile)) {\", \" const data = fs.readFileSync(this.historyFile, 'utf8');\", \" this.messageHistory = JSON.parse(data);\", \" console.log(\", \" `Loaded ${this.messageHistory.length} historical messages`\", \" );\", \" }\", \" } catch (err) {\", \" console.error('Error loading message history:', err);\", \" }\", \" }\", \"\", \" /**\", \" * Save message history to file\", \" */\", \" private saveHistoryToFile(): void {\", \" try {\", \" fs.writeFileSync(\", \" this.historyFile,\", \" JSON.stringify(this.messageHistory, null, 2),\", \" 'utf8'\", \" );\", \" } catch (err) {\", \" console.error('Error saving message history:', err);\", \" }\", \" }\", \"\", \" /**\", \" * Get the message history\", \" */\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ca8768\"}",{},"3ee6a708-5288-4160-8231-e25c44678bec",{"_111":108,"_161":-5,"_445":5024},{"_453":473,"_228":474,"_475":-5,"_45":5023},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '360,420p' magi/src/utils/communication.ts\\n\"}",{},"2a49fc2e-8883-4fc0-8de9-f340d42bf773",{"_111":465,"_161":494,"_445":5031},{"_453":45,"_454":5029},{},[5030],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1923, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '320,360p' magi/src/utils/commu\", \"nication.ts\", \" lastEventLogged = 'message_delta';\", \" }\", \" process.stdout.write(message.event.content);\", \" }\", \" return;\", \" }\", \" lastEventLogged = message.event?.type;\", \"\", \" const timestamp = new Date().toISOString().substring(11, 19); // HH:MM:S\", \"S\", \" console.log(`[${timestamp}]`);\", \" console.dir(message, { depth: 4, colors: true });\", \" }\", \"\", \" /**\", \" * Send message to the controller\", \" */\", \" send(event: StreamingEvent): void {\", \" // Track message_id for delta/complete message pairs\", \" if (\", \" event.type === 'message_start' ||\", \" event.type === 'message_delta' ||\", \" event.type === 'message_complete'\", \" ) {\", \" // Cast to MessageEvent to access specific properties\", \" const messageEvent = event as any; // TypeScript limitation workarou\", \"nd\", \"\", \" // Generate a message_id for message_start events if not present\", \" if (event.type === 'message_start' && !messageEvent.message_id) {\", \" messageEvent.message_id = uuidv4();\", \" }\", \"\", \" // Use the original message_id for delta/complete messages\", \" // The message_id should have been created from the message_start ev\", \"ent\", \" if (!messageEvent.message_id) {\", \" console.warn(\", \" 'Message event missing message_id, generating a new one'\", \" );\", \" messageEvent.message_id = uuidv4();\", \" }\", \" }\", \"\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c6475c\"}",{},"c1277fdd-30ee-4f6c-96b2-5742124d2c42",{"_111":108,"_161":-5,"_445":5037},{"_453":473,"_228":474,"_475":-5,"_45":5036},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '320,360p' magi/src/utils/communication.ts\\n\"}",{},"35e6c588-350b-4d9a-af33-8d78c6fb70f7",{"_111":108,"_161":-5,"_445":5044},{"_453":45,"_454":5042},{"_482":57,"_483":484,"_451":452},[5043],"I'll take a look at how the send function is implemented.",{},"93323168-2555-4a24-a84e-8f84e0c68b3e",{"_111":465,"_161":494,"_445":5051},{"_453":45,"_454":5049},{},[5050],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1917, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"send(\\\" -n magi/src/utils/comm\", \"unication.ts | head\", \"289: this.ws.send(JSON.stringify(message));\", \"336: send(event: StreamingEvent): void {\", \"378: this.ws.send(JSON.stringify(message));\", \"502: communicationManager.send(event);\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f190cc\"}",{},"1e8fed83-de5b-4588-99d1-b08bd5af6e0e",{"_111":108,"_161":-5,"_445":5057},{"_453":473,"_228":474,"_475":-5,"_45":5056},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"send(\\\" -n magi/src/utils/communication.ts | head\\n\"}",{},"d42e4f39-cde5-4b93-b3e8-f903f318d535",{"_111":108,"_161":-5,"_445":5064},{"_453":45,"_454":5062},{"_482":57,"_483":484,"_451":452},[5063],"I'm looking through the code for the send function to understand its details.",{},"090c5688-e929-4367-8153-5896a0918de6",{"_111":465,"_161":494,"_445":5071},{"_453":45,"_454":5069},{},[5070],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1833, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '1,80p' magi/src/utils/communic\", \"ation.ts\", \"/**\", \" * Communication module for MAGI client\", \" *\", \" * Handles WebSocket communication with the controller\", \" *\", \" * Provides functions for:\", \" * - Initializing WebSocket connection\", \" * - Sending and receiving messages\", \" * - Streaming events to clients\", \" */\", \"import WebSocket from 'ws';\", \"import fs from 'fs';\", \"import path from 'path';\", \"import {\", \" StreamingEvent,\", \" MagiMessage,\", \" ServerMessage,\", \" CommandMessage,\", \" ProcessEventMessage,\", \" ProjectMessage,\", \" SystemMessage,\", \" SystemCommandMessage,\", \"} from '../types/shared-types.js';\", \"import { v4 as uuidv4 } from 'uuid';\", \"import { get_output_dir } from './file_utils.js';\", \"import { processTracker } from './process_tracker.js';\", \"import { addSystemMessage } from './history.js';\", \"\", \"import { truncateLargeValues } from './file_utils.js';\", \"\", \"let lastEventLogged = '';\", \"// Global variable to track system pause state\", \"let isSystemPaused = false;\", \"\", \"/**\", \" * Check if the system is currently paused\", \" * This is used by model providers to determine whether to wait before making AP\", \"I calls\", \" */\", \"export function isPaused(): boolean {\", \" return isSystemPaused;\", \"}\", \"\", \"/**\", \" * Sleep for a specified number of milliseconds\", \" * Used for pause/resume functionality\", \" */\", \"export function sleep(ms: number): Promise {\", \" return new Promise(resolve => setTimeout(resolve, ms));\", \"}\", \"\", \"export class CommunicationManager {\", \" private ws: WebSocket | null = null;\", \" private processId: string;\", \" private connected = false;\", \" private messageQueue: MagiMessage[] = [];\", \" private messageHistory: MagiMessage[] = [];\", \" private historyFile: string;\", \" private reconnectInterval = 3000; // milliseconds\", \" private reconnectTimer: NodeJS.Timeout | null = null;\", \" private commandListeners: ((command: ServerMessage) => Promise)[] =\", \" [];\", \" private testMode: boolean;\", \"\", \" constructor(processId: string, testMode: boolean = false) {\", \" this.processId = processId;\", \" this.testMode = testMode;\", \" this.historyFile = path.join(\", \" get_output_dir('communication'),\", \" 'messages.json'\", \" );\", \"\", \" if (this.testMode) {\", \" console.log(\", \" '[Communication] Test mode: WebSocket disabled, will print to co\", \"nsole'\", \" );\", \" } else {\", \" this.loadHistoryFromFile();\", \" }\", \" }\", \"\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"029bbc\"}",{},"454f8a65-9e17-446e-8b2f-ac0b662de622",{"_111":108,"_161":-5,"_445":5077},{"_453":473,"_228":474,"_475":-5,"_45":5076},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1,80p' magi/src/utils/communication.ts\\n\"}",{},"335ca445-2cc7-4257-85a4-40d35236b4b2",{"_111":108,"_161":-5,"_445":5084},{"_453":45,"_454":5082},{"_482":57,"_483":484,"_451":452},[5083],"I'll check communication.ts to understand how events are sent and where to truncate results.",{},"418d11d7-f4e6-40f8-861a-fbb9130068ab",{"_111":465,"_161":494,"_445":5091},{"_453":45,"_454":5089},{},[5090],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1831, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"truncateLargeValues\\\" -n magi/\", \"src/utils/runner.ts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"624026\"}",{},"9a161345-6e44-430a-a6f8-7fa31d5dba90",{"_111":108,"_161":-5,"_445":5097},{"_453":473,"_228":474,"_475":-5,"_45":5096},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"truncateLargeValues\\\" -n magi/src/utils/runner.ts\\n\"}",{},"12f612b8-0d2e-46e5-a3eb-e6e7310472f9",{"_111":108,"_161":-5,"_445":5104},{"_453":45,"_454":5102},{"_482":57,"_483":484,"_451":452,"_4156":57},[5103],"I'll look for references to 'truncateLargeValues' in the runner file.",{},"0af7e9fb-656e-49bf-a52e-b0731892f760",{"_111":465,"_161":494,"_445":5111},{"_453":45,"_454":5109},{},[5110],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1722, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '420,520p' magi/src/utils/file_\", \"utils.ts\", \" const charsToRemove = resultString.length - endPos - 1;\", \"\", \" if (charsToRemove > 0) {\", \" // Find where the current base64 data likely ends - look for\", \" the next data:image pattern or end of string\", \" let nextImgStart = resultString.indexOf(\", \" 'data:image/',\", \" endPos\", \" );\", \" if (nextImgStart === -1) nextImgStart = resultString.length;\", \"\", \" // Create truncated string - keep content before truncation\", \"point, add truncation message, then include rest of string\", \" resultString =\", \" resultString.substring(0, endPos) +\", \" `... [${charsToRemove} characters removed]` +\", \" resultString.substring(nextImgStart);\", \"\", \" // Reset regex to continue from new position\", \" dataImgPattern.lastIndex = endPos + 5;\", \" }\", \" }\", \" }\", \"\", \" return resultString;\", \" }\", \"\", \" if (typeof obj === 'object') {\", \" if (Array.isArray(obj)) {\", \" return obj.map(item => truncateLargeValues(item));\", \" } else {\", \" const result: Record = {};\", \"\", \" // First check if this object is an image data structure with mimeTy\", \"pe and data fields\", \" if (\", \" obj.mimeType &&\", \" typeof obj.mimeType === 'string' &&\", \" obj.mimeType.includes('image/') &&\", \" obj.data &&\", \" typeof obj.data === 'string' &&\", \" obj.data.length > 100\", \" ) {\", \" // This is likely an image data object with structure {mimeType:\", \" 'image/...', data: '...'}\", \" return {\", \" ...obj,\", \" data: truncateBase64String(obj.data),\", \" };\", \" }\", \"\", \" // Handle special case for inlineData structure\", \" if (\", \" obj.inlineData &&\", \" typeof obj.inlineData === 'object' &&\", \" obj.inlineData.mimeType &&\", \" typeof obj.inlineData.mimeType === 'string' &&\", \" obj.inlineData.mimeType.includes('image/') &&\", \" obj.inlineData.data &&\", \" typeof obj.inlineData.data === 'string' &&\", \" obj.inlineData.data.length > 100\", \" ) {\", \" // This is likely an object with inlineData structure\", \" return {\", \" ...obj,\", \" inlineData: {\", \" ...obj.inlineData,\", \" data: truncateBase64String(obj.inlineData.data),\", \" },\", \" };\", \" }\", \"\", \" // Process all properties recursively\", \" for (const [key, value] of Object.entries(obj)) {\", \" result[key] = truncateLargeValues(value);\", \" }\", \" return result;\", \" }\", \" }\", \"\", \" return obj;\", \"}\", \"\", \"/**\", \" * Log LLM request data to a file in the output directory.\", \" *\", \" * @param agentId agent ID to associate with the log\", \" * @param providerName Name of the LLM provider (e.g., 'openai', 'claude')\", \" * @param model Model name used for the request\", \" * @param requestData The request data to log\", \" * @param timestamp Optional timestamp (defaults to current time)\", \" * @returns ID (file path) that can be used with log_llm_response to add respons\", \"e data\", \" */\", \"export function log_llm_request(\", \" agentId: string,\", \" providerName: ModelProviderID,\", \" model: string,\", \" requestData: any,\", \" timestamp: Date = new Date()\", \"): string {\", \" try {\", \" if (testMode) {\", \" console.log(\", \" `[${providerName} - ${timestamp.toISOString().substring(11, 19)}\", \"]`\", \" );\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"bbf322\"}",{},"71a8bb6f-2c43-48c7-95f7-c9a11f1eacc9",{"_111":108,"_161":-5,"_445":5117},{"_453":473,"_228":474,"_475":-5,"_45":5116},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '420,520p' magi/src/utils/file_utils.ts\\n\"}",{},"dd2a098a-a3b6-4baa-bea3-c2c3475ed30c",{"_111":465,"_161":494,"_445":5124},{"_453":45,"_454":5122},{},[5123],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1665, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '370,420p' magi/src/utils/file_\", \"utils.ts\", \" `... [${charsToRemove} characters removed]`\", \" );\", \"}\", \"\", \"/**\", \" * Recursively processes an object to truncate base64 image data strings and any\", \" string values over 2000 characters.\", \" *\", \" * @param obj The object to process\", \" * @returns A new object with truncated values\", \" */\", \"export function truncateLargeValues(obj: any): any {\", \" if (obj === null || obj === undefined) {\", \" return obj;\", \" }\", \"\", \" if (typeof obj === 'string') {\", \" let resultString = obj;\", \"\", \" // First check if the string is just long and needs to be truncated (>20\", \"00 chars)\", \" if (resultString.length > 2000) {\", \" const charsToRemove = resultString.length - 2000;\", \" const keep = 1000; // retain 1k at each end\", \" return (\", \" resultString.substring(0, keep) +\", \" `... [${charsToRemove} characters removed] ...` +\", \" resultString.slice(-keep)\", \" );\", \" }\", \"\", \" // Then check if string contains image data anywhere within it\", \" const dataImgPattern = /data:image\\\\/[^;]+;base64,/g;\", \" let match;\", \"\", \" // Find all occurrences of data:image pattern\", \" while ((match = dataImgPattern.exec(resultString)) !== null) {\", \" const startPos = match.index;\", \" const prefixEndPos = startPos + match[0].length;\", \"\", \" // Determine where to truncate (keep prefix + 50 chars of base64 dat\", \"a)\", \" const truncateAfter = prefixEndPos + 50;\", \"\", \" // Only truncate if there's enough content after the prefix\", \" if (resultString.length > truncateAfter) {\", \" // Find a comma or other delimiter after the truncation point if\", \" possible\", \" let endPos = resultString.indexOf(',', truncateAfter);\", \" if (endPos === -1 || endPos > truncateAfter + 100) {\", \" endPos = truncateAfter;\", \" }\", \"\", \" // Calculate how many characters will be removed\", \" const charsToRemove = resultString.length - endPos - 1;\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"8e408f\"}",{},"e15eb30a-b2eb-4e92-b1ed-3edfcfee0cd0",{"_111":108,"_161":-5,"_445":5130},{"_453":473,"_228":474,"_475":-5,"_45":5129},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '370,420p' magi/src/utils/file_utils.ts\\n\"}",{},"756bec5e-edd9-4956-90e6-b42a6b344daf",{"_111":108,"_161":-5,"_445":5137},{"_453":45,"_454":5135},{"_482":57,"_483":484,"_451":452},[5136],"I see there's a truncation function in file_utils.ts, likely used for logging. Let's check it out.",{},"f61fb618-ee51-4712-b733-0a187e3a5b06",{"_111":465,"_161":494,"_445":5144},{"_453":45,"_454":5142},{},[5143],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1637, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -r \\\"truncateLargeValues\\\" -n\", \"magi/src/utils/communication.ts:29:import { truncateLargeValues } from './file_u\", \"tils.js';\", \"magi/src/utils/communication.ts:283: `[JSON_MESSAGE] ${JSON.strin\", \"gify(truncateLargeValues(message))}`\", \"magi/src/utils/history.ts:18:import { truncateLargeValues } from './file_utils.j\", \"s';\", \"magi/src/utils/history.ts:571: const result: any = truncateLargeValue\", \"s({ ...item });\", \"magi/src/utils/file_utils.ts:380:export function truncateLargeValues(obj: any):\", \"any {\", \"magi/src/utils/file_utils.ts:447: return obj.map(item => truncateLarg\", \"eValues(item));\", \"magi/src/utils/file_utils.ts:490: result[key] = truncateLargeValu\", \"es(value);\", \"magi/src/utils/file_utils.ts:524: request: truncateLargeValue\", \"s(requestData),\", \"magi/src/utils/file_utils.ts:545: request: truncateLargeValues(reques\", \"tData),\", \"magi/src/utils/file_utils.ts:581: response: truncateLargeValu\", \"es(responseData),\", \"magi/src/utils/file_utils.ts:599: existingData.response = truncateLargeVa\", \"lues(responseData);\", \"magi/src/utils/file_utils.ts:628: truncateLargeValues(errorData)\", \"magi/src/utils/file_utils.ts:639: error: truncateLargeValues(\", \"errorData),\", \"magi/src/utils/file_utils.ts:659: error: truncateLargeValues(errorDat\", \"a),\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"eb4939\"}",{},"90ee4ef3-f780-4148-9f93-099639d1f17c",{"_111":108,"_161":-5,"_445":5150},{"_453":473,"_228":474,"_475":-5,"_45":5149},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -r \\\"truncateLargeValues\\\" -n\\n\"}",{},"538d9230-7c3a-46e4-b738-db194c9aa82d",{"_111":108,"_161":-5,"_445":5157},{"_453":45,"_454":5155},{"_482":57,"_483":484,"_451":452,"_4156":57},[5156],"I’ll check the root commit diff to confirm guidelines and locate \"truncateLargeValues\" utility.",{},"f023542d-e14a-4bb8-a732-47833f60225d",{"_111":465,"_161":494,"_445":5164},{"_453":45,"_454":5162},{},[5163],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1636, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"toolResultsToInclude\\\" -n -r .\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1ede3a\"}",{},"73f006d9-419a-4825-be88-64ecd77084f8",{"_111":108,"_161":-5,"_445":5170},{"_453":473,"_228":474,"_475":-5,"_45":5169},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"toolResultsToInclude\\\" -n -r .\\n\"}\n",{},"f8f8540b-9b3f-4d2d-884d-8c63aaedb54c",{"_111":108,"_161":-5,"_445":5177},{"_453":45,"_454":5175},{"_482":57,"_483":484,"_451":452},[5176],"I’ll look for \"toolResultsToInclude\" to verify its presence.",{},"15fe9836-3107-48e7-96a2-9c7a9f9ffe18",{"_111":465,"_161":494,"_445":5184},{"_453":45,"_454":5182},{},[5183],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1627, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"tool result\\\" -n magi/src/util\", \"s/runner.ts\", \"675: // Parse tool results for better logging (only if to\", \"olResult is not null)\", \"683: // Store tool results for subsequent model call\", \"720: // Send detailed tool result via event handler (only\", \" if results were processed)\", \"844: // Add the corresponding tool result\", \"863: // Run the agent again with the tool results\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f92b0b\"}",{},"f56b39f8-5e4c-4f82-a656-bfc215de1096",{"_111":108,"_161":-5,"_445":5190},{"_453":473,"_228":474,"_475":-5,"_45":5189},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"tool result\\\" -n magi/src/utils/runner.ts\\n\", \"yield_time_ms\": 1000}",{},"fbd3c475-5dad-4a0c-822c-3d9463de1b0c",{"_111":108,"_161":-5,"_445":5197},{"_453":45,"_454":5195},{"_482":57,"_483":484,"_451":452,"_4156":57},[5196],"I'll look for terms like \"truncated\", \"JSON.parse\", or \"truncateLargeValues\" to find the relevant code.",{},"3ddc302d-d5f5-4db5-831b-eeb54ab9a72f",{"_111":465,"_161":494,"_445":5204},{"_453":45,"_454":5202},{},[5203],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1625, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"Tool Results\\\" -n magi/src/uti\", \"ls/runner.ts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"517408\"}",{},"745350a5-fe61-45d7-9e86-dc93608c769e",{"_111":108,"_161":-5,"_445":5210},{"_453":473,"_228":474,"_475":-5,"_45":5209},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"Tool Results\\\" -n magi/src/utils/runner.ts\\n\"}",{},"fb283f22-66b7-441c-a8d3-5c31a1f30920",{"_111":108,"_161":-5,"_445":5217},{"_453":45,"_454":5215},{"_482":57,"_483":484,"_451":452,"_4156":57},[5216],"I'll look for the term \"results:\" to find relevant insights.",{},"9bd35b9f-e6ae-4231-bdaf-7ef21a62c97b",{"_111":465,"_161":494,"_445":5224},{"_453":45,"_454":5222},{},[5223],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1623, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"truncate\\\" -n magi/src/utils/r\", \"unner.ts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"52b08a\"}",{},"9af9db54-46b6-4df0-97ce-0861ff23df24",{"_111":108,"_161":-5,"_445":5230},{"_453":473,"_228":474,"_475":-5,"_45":5229},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"truncate\\\" -n magi/src/utils/runner.ts\\n\"}",{},"151c990b-0430-4f7b-b40d-8daebc9a0f9b",{"_111":108,"_161":-5,"_445":5237},{"_453":45,"_454":5235},{"_482":57,"_483":484,"_451":452},[5236],"I'll look for the logic related to \"tool results truncated\".",{},"cea8e345-0eb4-44dd-8b1e-835c2d754a1f",{"_111":465,"_161":494,"_445":5244},{"_453":45,"_454":5242},{},[5243],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1420, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '840,1020p' magi/src/utils/runn\", \"er.ts\", \" arguments: toolCall.function.arguments,\", \" model: agent.model,\", \" });\", \"\", \" // Add the corresponding tool result\", \" const result = collectedToolResults.find(\", \" r => r.call_id === toolCall.call_id || toolCall.id\", \" );\", \" if (result) {\", \" messageItems.push({\", \" type: 'function_call_output',\", \" id: toolCall.id,\", \" call_id: toolCall.call_id || toolCall.id,\", \" name: toolCall.function.name,\", \" output: result.output,\", \" model: agent.model,\", \" });\", \" }\", \" }\", \"\", \" // Use the input array as our messages\", \" toolCallMessages = messageItems; // Use the collected items dire\", \"ctly\", \"\", \" // Run the agent again with the tool results\", \" console.log('[Runner] Running agent with tool call results');\", \"\", \" const followUpResponse = await this.runStreamedWithTools(\", \" agent,\", \" '', // No new user input is needed, history contains results\", \" toolCallMessages,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount // Pass the current toolCallCount to track acr\", \"oss recursive calls\", \" );\", \"\", \" // Use the follow-up response as the final response\", \" if (followUpResponse) {\", \" fullResponse = followUpResponse;\", \" }\", \" }\", \"\", \" // Handle structured JSON output if json_schema is specified\", \" if (agent.modelSettings?.json_schema) {\", \" try {\", \" // Try to parse the response as JSON\", \" let jsonResponse;\", \" try {\", \" jsonResponse = JSON.parse(fullResponse.trim());\", \" console.log(\", \" `[Runner] Successfully parsed JSON response for agen\", \"t ${agent.name}`\", \" );\", \" } catch (error) {\", \" const jsonError = error as Error;\", \" // If we couldn't parse it directly, try to extract JSON\", \" from text\", \" const jsonMatch =\", \" fullResponse.match(\", \" /```(?:json)?\\\\s*({[\\\\s\\\\S]*?})\\\\s*```/\", \" ) || fullResponse.match(/({[\\\\s\\\\S]*})/);\", \"\", \" if (jsonMatch && jsonMatch[1]) {\", \" try {\", \" jsonResponse = JSON.parse(jsonMatch[1].trim());\", \" console.log(\", \" `[Runner] Extracted and parsed JSON from res\", \"ponse for agent ${agent.name}`\", \" );\", \" } catch (err) {\", \" const extractError = err as Error;\", \" throw new Error(\", \" `Failed to parse extracted JSON: ${extractEr\", \"ror.message}`\", \" );\", \" }\", \" } else {\", \" throw new Error(\", \" `Response is not valid JSON and no JSON block co\", \"uld be extracted: ${jsonError.message}`\", \" );\", \" }\", \" }\", \"\", \" // If force_json is true and parsing failed, we might want t\", \"o retry\", \" // But for now, just use the successfully parsed result\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"\", \" if (\", \" vResult.status === 'fail' &&\", \" verificationAttempt < agent.maxVerificationAttempts\", \" ) {\", \" console.warn(\", \" `[Runner] verifier failed: ${vResult.reason ?? '(no reas\", \"on)'}`\", \" );\", \" const retryHistory: ResponseInput = [\", \" ...conversationHistory,\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `Verifier feedback:\\\\n${vResult.reason ?? '(\", \"none)'}`,\", \" },\", \" ];\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \" * @param input The initial input to the first agent\", \" * @param maxRetries Maximum number of retries per stage before giving up\", \" * @param maxTotalRetries Maximum total retries across all stages before giv\", \"ing up\", \" * @returns The final response from the last successful agent in the chain\", \" */\", \" static async runSequential(\", \" agentSequence: RunnerConfig,\", \" input: string,\", \" maxRetries: number = 3,\", \" maxTotalRetries: number = 10\", \" ): Promise {\", \" const history: ResponseInput = [\", \" { type: 'message', role: 'user', content: input },\", \" ];\", \" const lastOutput: Record = {};\", \" let agent_id: string = '';\", \"\", \" let currentStage = Object.keys(agentSequence)[0]; // Start with the firs\", \"t stage\", \" let totalRetries = 0;\", \" const stageRetries: Record = {};\", \"\", \" const comm = getCommunicationManager();\", \"\", \" function addOutput(stage: string, output: string) {\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1e3c3a\"}",{},"8e8c2317-477b-4901-9227-244bf77c92b9",{"_111":108,"_161":-5,"_445":5250},{"_453":473,"_228":474,"_475":-5,"_45":5249},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '840,1020p' magi/src/utils/runner.ts\\n\", \"yield_time_ms\": 1000}",{},"f88abc2a-2b7c-48b8-8e3e-87b45dd64a47",{"_111":465,"_161":494,"_445":5257},{"_453":45,"_454":5255},{},[5256],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1212, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '660,840p' magi/src/utils/runne\", \"r.ts\", \" } catch (error) {\", \" // Handle other tool execution errors\", \" console.error(\", \" `[Runner] Error during processToolCall: ${error}\", \"`\", \" );\", \" // Create an error result to send back to the model\", \"if needed,\", \" // or decide how to handle tool execution failures.\", \" // For now, let's create a generic error string.\", \" // We might want to make this more sophisticated lat\", \"er.\", \" toolResult = JSON.stringify({\", \" error: `Tool execution failed: ${error instanceo\", \"f Error ? error.message : String(error)}`,\", \" });\", \" // Optionally, re-throw if tool errors should halt t\", \"he process: throw error;\", \" }\", \"\", \" // Parse tool results for better logging (only if toolRe\", \"sult is not null)\", \" let parsedResults = null;\", \" try {\", \" parsedResults = JSON.parse(toolResult);\", \" } catch (e) {\", \" parsedResults = toolResult;\", \" }\", \"\", \" // Store tool results for subsequent model call\", \" if (Array.isArray(parsedResults)) {\", \" for (let i = 0; i < parsedResults.length; i++) {\", \" const result = parsedResults[i];\", \" // Associate result with the tool call ID\", \" if (i < toolEvent.tool_calls.length) {\", \" collectedToolResults.push({\", \" id: toolEvent.tool_calls[i].id,\", \" call_id:\", \" toolEvent.tool_calls[i].call_id ||\", \" toolEvent.tool_calls[i].id,\", \" output:\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result),\", \" });\", \" }\", \" }\", \" } else {\", \" // If there's just one result for potentially multip\", \"le calls\", \" const resultStr =\", \" typeof parsedResults === 'string'\", \" ? parsedResults\", \" : JSON.stringify(parsedResults);\", \"\", \" // Associate with the first tool call\", \" if (toolEvent.tool_calls.length > 0) {\", \" collectedToolResults.push({\", \" id: toolEvent.tool_calls[0].id,\", \" call_id:\", \" toolEvent.tool_calls[0].call_id ||\", \" toolEvent.tool_calls[0].id,\", \" output: resultStr,\", \" });\", \" }\", \" }\", \"\", \" // Send detailed tool result via event handler (only if\", \"results were processed)\", \" if (\", \" parsedResults !== null &&\", \" (allowedEvents === null ||\", \" allowedEvents.includes('tool_done'))\", \" ) {\", \" // Create a resultsById object that maps tool call I\", \"Ds to their results\", \" const resultsById: Record = {};\", \"\", \" // If parsedResults is an array, iterate through it\", \"and map each result to the corresponding tool call ID\", \" if (Array.isArray(parsedResults)) {\", \" for (let i = 0; i < parsedResults.length; i++) {\", \" // Associate result with the tool call ID if\", \" it exists\", \" if (i < toolEvent.tool_calls.length) {\", \" resultsById[\", \" toolEvent.tool_calls[i].id\", \" ] = parsedResults[i];\", \" }\", \" }\", \" } else if (toolEvent.tool_calls.length > 0) {\", \" resultsById[toolEvent.tool_calls[0].id] =\", \" parsedResults;\", \" }\", \"\", \" comm.send({\", \" agent: event.agent,\", \" type: 'tool_done',\", \" tool_calls: toolEvent.tool_calls,\", \" results: resultsById,\", \" });\", \"\", \" if (handlers.onEvent) {\", \" handlers.onEvent({\", \" agent: event.agent,\", \" type: 'tool_done',\", \" tool_calls: toolEvent.tool_calls,\", \" results: resultsById,\", \" });\", \" }\", \" }\", \" break; // End of 'tool_start' case\", \" } // End of 'tool_start' case\", \"\", \" case 'error': {\", \" const errorEvent = event as any; // Type assertion for e\", \"rror event\", \" console.error(`[Error] ${errorEvent.error}`);\", \" break;\", \" }\", \" }\", \" }\", \"\", \" // Process tool call results if there were any tool calls AND no sig\", \"nal was thrown\", \" // The try/catch around processToolCall above would have re-thrown s\", \"ignals,\", \" // preventing execution from reaching this point if a signal occurre\", \"d.\", \" if (\", \" agent.modelSettings?.tool_choice !== 'none' &&\", \" collectedToolCalls.length > 0 &&\", \" collectedToolResults.length > 0\", \" ) {\", \" console.log(\", \" `[Runner] Collected ${collectedToolCalls.length} tool calls,\", \" running follow-up with results.`\", \" );\", \"\", \" // Increment tool call count\", \" toolCallCount++;\", \" console.log(\", \" `[Runner] Tool call iteration ${toolCallCount} of ${agent.ma\", \"xToolCalls} maximum`\", \" );\", \"\", \" // Check if we've reached the maximum number of tool call rounds\", \" per turn (if set)\", \" if (\", \" agent.maxToolCallRoundsPerTurn !== undefined &&\", \" toolCallCount >= agent.maxToolCallRoundsPerTurn\", \" ) {\", \" console.log(\", \" `[Runner] Reached maxToolCallRoundsPerTurn (${agent.maxT\", \"oolCallRoundsPerTurn}) for agent ${agent.name}. Stopping tool call loop for this\", \" turn.`\", \" );\", \" // Return the current response without making another recurs\", \"ive call\", \" return fullResponse;\", \" }\", \"\", \" // Check if we've reached the maximum number of tool calls\", \" if (toolCallCount >= agent.maxToolCalls) {\", \" console.log(\", \" '**********************************************'\", \" );\", \" console.log(\", \" `[Runner] REACHED MAXIMUM TOOL CALLS (${agent.maxToolCal\", \"ls})`\", \" );\", \" console.log(\", \" '[Runner] Forcing model to return a final answer and not\", \" use more tools'\", \" );\", \" console.log(\", \" '**********************************************'\", \" );\", \" // On the last attempt, don't allow more tool calls\", \" if (!agent.modelSettings) {\", \" agent.modelSettings = {};\", \" }\", \" agent.modelSettings.tool_choice = 'none';\", \" } else if (toolCallCount > 0) {\", \" // After the first tool call, set tool_choice to 'auto' to p\", \"revent repetitive tool calling\", \" if (!agent.modelSettings) {\", \" agent.modelSettings = {};\", \" }\", \" agent.modelSettings.tool_choice = 'auto';\", \" }\", \"\", \" // Create tool call messages for the next model request\", \" let toolCallMessages: ResponseInput = [];\", \"\", \" // Add the function calls\", \" for (const toolCall of collectedToolCalls) {\", \" // Skip adding to messageItems if the agent has onToolCall h\", \"andler\", \" // The agent's onToolCall will use addHistory instead\", \" messageItems.push({\", \" type: 'function_call',\", \" id: toolCall.id,\", \" call_id: toolCall.call_id || toolCall.id,\", \" name: toolCall.function.name,\", \" arguments: toolCall.function.arguments,\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ef5b63\"}",{},"94958846-7a8c-479b-8b22-363909cf0b32",{"_111":108,"_161":-5,"_445":5263},{"_453":473,"_228":474,"_475":-5,"_45":5262},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '660,840p' magi/src/utils/runner.ts\\n\", \"yield_time_ms\": 1000}",{},"4ba853dd-bce3-4c65-ac73-3cbc1af1a985",{"_111":465,"_161":494,"_445":5270},{"_453":45,"_454":5268},{},[5269],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1205, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"collectedToolResults\\\" -n magi\", \"/src/utils/runner.ts\", \"505: const collectedToolResults: {\", \"689: collectedToolResults.push({\", \"710: collectedToolResults.push({\", \"777: collectedToolResults.length > 0\", \"845: const result = collectedToolResults.find(\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"372b8c\"}",{},"a35878d7-62bd-491c-8c33-9dd84c78499a",{"_111":108,"_161":-5,"_445":5276},{"_453":473,"_228":474,"_475":-5,"_45":5275},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"collectedToolResults\\\" -n magi/src/utils/runner.ts\\n\"}",{},"ff654f31-8390-4dc0-b99c-312482dddb67",{"_111":108,"_161":-5,"_445":5283},{"_453":45,"_454":5281},{"_482":57,"_483":484,"_451":452},[5282],"I'm checking for the code that collects tool results, looking 600 lines past the loop.",{},"fc0e9c4b-5e40-4a24-8d58-87d20043f00f",{"_111":465,"_161":494,"_445":5290},{"_453":45,"_454":5288},{},[5289],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1137, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '980,1040p' magi/src/utils/runn\", \"er.ts\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \" * @param input The initial input to the first agent\", \" * @param maxRetries Maximum number of retries per stage before giving up\", \" * @param maxTotalRetries Maximum total retries across all stages before giv\", \"ing up\", \" * @returns The final response from the last successful agent in the chain\", \" */\", \" static async runSequential(\", \" agentSequence: RunnerConfig,\", \" input: string,\", \" maxRetries: number = 3,\", \" maxTotalRetries: number = 10\", \" ): Promise {\", \" const history: ResponseInput = [\", \" { type: 'message', role: 'user', content: input },\", \" ];\", \" const lastOutput: Record = {};\", \" let agent_id: string = '';\", \"\", \" let currentStage = Object.keys(agentSequence)[0]; // Start with the firs\", \"t stage\", \" let totalRetries = 0;\", \" const stageRetries: Record = {};\", \"\", \" const comm = getCommunicationManager();\", \"\", \" function addOutput(stage: string, output: string) {\", \" // Record in the history\", \" history.push({\", \" type: 'message',\", \" role: 'assistant',\", \" status: 'completed',\", \" content: `${capitalize(stage)} Output:\\\\n${output}`,\", \" });\", \"\", \" // Record in the last for this stage\", \" lastOutput[stage] = output;\", \"\", \" // Send update to parent process\", \" comm.send({\", \" type: 'process_updated',\", \" output: `${capitalize(stage)} Output:\\\\n${output}`,\", \" history,\", \" });\", \" }\", \"\", \" // Process the sequence of agents\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"81ac12\"}",{},"0806961d-60f4-461f-989e-ed8c461910be",{"_111":108,"_161":-5,"_445":5296},{"_453":473,"_228":474,"_475":-5,"_45":5295},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '980,1040p' magi/src/utils/runner.ts\\n\"}",{},"2807f12b-c888-4c1b-a71b-c3ee60d9d761",{"_111":108,"_161":-5,"_445":5303},{"_453":45,"_454":5301},{"_482":57,"_483":484,"_451":452},[5302],"I'll take a few more scrolls to reach the function's end.",{},"cfc29126-b1fb-42bc-b573-9e3188949e9f",{"_111":465,"_161":494,"_445":5310},{"_453":45,"_454":5308},{},[5309],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 563, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '460,980p' magi/src/utils/runne\", \"r.ts\", \" */\", \" static async verifyRun(\", \" verifier: Agent,\", \" output: string,\", \" history: ResponseInput,\", \" handlers: ToolCallHandler,\", \" allowed: StreamEventType[] | null,\", \" ): Promise {\", \" const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.paren\", \"t_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser outpu\", \"t:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \"\", \" const raw = await Runner.runStreamedWithTools(\", \" verifier,\", \" verifyPrompt,\", \" history,\", \" handlers,\", \" allowed,\", \" 0,\", \" undefined,\", \" true\", \" );\", \"\", \" try {\", \" return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.parse\", \"(String(raw));\", \" } catch {\", \" const txt = raw.toString().trim().toLowerCase();\", \" return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fail\", \"', reason: raw as string };\", \" }\", \" }\", \"\", \" /**\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any, // Add optional communicationManager paramet\", \"er\", \" skipVerifier = false,\", \" verificationAttempt = 0\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \" output: string;\", \" }[] = [];\", \"\", \" try {\", \" conversationHistory = [...conversationHistory]; // Clone so that add\", \"itional messages don't affect the original\", \"\", \" const stream = this.runStreamed(agent, input, conversationHistory);\", \"\", \" // Start with initial messages - convert standard message format to\", \"responses format\", \" const messageItems: ResponseInput = [...conversationHistory];\", \"\", \" if (input) {\", \" // Add the user input message\", \" messageItems.push({\", \" type: 'message',\", \" role: 'user',\", \" content: input,\", \" });\", \" }\", \"\", \" // Use the provided communicationManager if available, otherwise get\", \" the global one\", \" const comm = communicationManager || getCommunicationManager();\", \" for await (const event of stream) {\", \" // Handle different event types\", \" const eventType = event.type as StreamEventType;\", \"\", \" // Call the event handler if provided\", \" if (\", \" allowedEvents === null ||\", \" allowedEvents.includes(eventType)\", \" ) {\", \" comm.send(event);\", \" if (handlers.onEvent) {\", \" handlers.onEvent(event);\", \" }\", \" }\", \"\", \" switch (eventType) {\", \" case 'message_delta':\", \" break;\", \"\", \" case 'message_complete': {\", \" // Accumulate the message content\", \" const message = event as MessageEvent;\", \"\", \" if (message.thinking_content) {\", \" // Add the assistant's thinking\", \" const thinkingMessage: ResponseThinkingMessage = {\", \" type: 'thinking',\", \" role: 'assistant',\", \" content:\", \" message.thinking_content &&\", \" message.thinking_content !== '{empty}'\", \" ? message.thinking_content\", \" : '',\", \" signature: message.thinking_signature || '',\", \" thinking_id: message.message_id || '',\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(thinkingMessage);\", \" if (agent.onThinking) {\", \" await agent.onThinking(thinkingMessage);\", \" }\", \"...\", \" allowedEvents,\", \" toolCallCount // Pass the current toolCallCount to track acr\", \"oss recursive calls\", \" );\", \"\", \" // Use the follow-up response as the final response\", \" if (followUpResponse) {\", \" fullResponse = followUpResponse;\", \" }\", \" }\", \"\", \" // Handle structured JSON output if json_schema is specified\", \" if (agent.modelSettings?.json_schema) {\", \" try {\", \" // Try to parse the response as JSON\", \" let jsonResponse;\", \" try {\", \" jsonResponse = JSON.parse(fullResponse.trim());\", \" console.log(\", \" `[Runner] Successfully parsed JSON response for agen\", \"t ${agent.name}`\", \" );\", \" } catch (error) {\", \" const jsonError = error as Error;\", \" // If we couldn't parse it directly, try to extract JSON\", \" from text\", \" const jsonMatch =\", \" fullResponse.match(\", \" /```(?:json)?\\\\s*({[\\\\s\\\\S]*?})\\\\s*```/\", \" ) || fullResponse.match(/({[\\\\s\\\\S]*})/);\", \"\", \" if (jsonMatch && jsonMatch[1]) {\", \" try {\", \" jsonResponse = JSON.parse(jsonMatch[1].trim());\", \" console.log(\", \" `[Runner] Extracted and parsed JSON from res\", \"ponse for agent ${agent.name}`\", \" );\", \" } catch (err) {\", \" const extractError = err as Error;\", \" throw new Error(\", \" `Failed to parse extracted JSON: ${extractEr\", \"ror.message}`\", \" );\", \" }\", \" } else {\", \" throw new Error(\", \" `Response is not valid JSON and no JSON block co\", \"uld be extracted: ${jsonError.message}`\", \" );\", \" }\", \" }\", \"\", \" // If force_json is true and parsing failed, we might want t\", \"o retry\", \" // But for now, just use the successfully parsed result\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"\", \" if (\", \" vResult.status === 'fail' &&\", \" verificationAttempt < agent.maxVerificationAttempts\", \" ) {\", \" console.warn(\", \" `[Runner] verifier failed: ${vResult.reason ?? '(no reas\", \"on)'}`\", \" );\", \" const retryHistory: ResponseInput = [\", \" ...conversationHistory,\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `Verifier feedback:\\\\n${vResult.reason ?? '(\", \"none)'}`,\", \" },\", \" ];\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 325, \"chunk_id\": \"115c24\"}",{},"c31ce9d9-cfa7-48e5-b476-915e104b65be",{"_111":108,"_161":-5,"_445":5316},{"_453":473,"_228":474,"_475":-5,"_45":5315},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '460,980p' magi/src/utils/runner.ts\\n\", \"yield_time_ms\": 1000}",{},"ebd8d48c-0e73-4914-b7a9-036741e68c6c",{"_111":108,"_161":-5,"_445":5323},{"_453":45,"_454":5321},{"_482":57,"_483":484,"_451":452},[5322],"I’ll review the code around runStreamedWithTools near line 492.",{},"d7dbb6bb-5bd0-4fc3-af44-37c281bd8b6f",{"_111":465,"_161":494,"_445":5330},{"_453":45,"_454":5328},{},[5329],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 552, \"output\": [\"root@44aacb326f96:/workspace/magi-system# grep -n \\\"runStreamedWithTools\\\" -n magi\", \"/src/utils/runner.ts\", \"470: const raw = await Runner.runStreamedWithTools(\", \"492: static async runStreamedWithTools(\", \"866: const followUpResponse = await this.runStreamedWithTools(\", \"968: return await Runner.runStreamedWithTools(\", \"985: console.error(`[Runner] Error in runStreamedWithTools: ${error}`\", \");\", \"1114: `[Runner] Stage ${currentStage} using standard LLM\", \"execution (runStreamedWithTools).`\", \"1116: stageOutput = await this.runStreamedWithTools(\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"45e39d\"}",{},"29b9ec8f-5486-49af-a0ce-af79cb61d69f",{"_111":108,"_161":-5,"_445":5336},{"_453":473,"_228":474,"_475":-5,"_45":5335},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"runStreamedWithTools\\\" -n magi/src/utils/runner.ts\\n\"}",{},"c797eaa0-35aa-4b61-b8be-21e8a9e88870",{"_111":108,"_161":-5,"_445":5343},{"_453":45,"_454":5341},{"_482":57,"_483":484,"_451":452},[5342],"I'll check the runStreamedWithTools implementation to understand its context for the update.",{},"c8a4b93b-6cbc-49cc-902b-2d0475dcaaf4",{"_111":465,"_161":494,"_445":5350},{"_453":45,"_454":5348},{},[5349],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 543, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show | sed -n '320,640p'\", \"+ verificationAttempt + 1\", \"+ );\", \"+ }\", \"+ }\", \"+\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e5119c\"}",{},"8e841a4d-4caf-4889-b9f9-72730ea88cbe",{"_111":108,"_161":-5,"_445":5356},{"_453":473,"_228":474,"_475":-5,"_45":5355},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show | sed -n '320,640p'\\n\"}",{},"6eccbef2-8d4a-4980-a1aa-0d1754bab43d",{"_111":465,"_161":494,"_445":5363},{"_453":45,"_454":5361},{},[5362],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 363, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show | sed -n '160,320p'\", \"- ? results\", \"- : JSON.stringify(results, null, 2);\", \"-\", \"- // Only add to results if it's not already included\", \"- if (\", \"- !toolResultsToInclude.includes(\", \"- resultString.substring(\", \"- 0,\", \"- Math.min(50, resultString.length)\", \"- )\", \"- )\", \"- ) {\", \"- toolResultsToInclude += resultString + '\\\\n';\", \"- console.log(\", \"- `${agent.name} captured tool result from st\", \"ream: ${resultString.substring(0, 100)}...`\", \"- );\", \"- }\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing tool result in ${agent.name}:`,\", \"- err\", \"- );\", \"- }\", \"- }\", \"- },\", \"- };\", \"-\", \"- // Run the agent with the unified function\", \"- let response = await Runner.runStreamedWithTools(\", \"- agent,\", \"- prompt,\", \"- messages,\", \"- handlers\", \"- );\", \"-\", \"- // If we have a response but it doesn't seem to include tool results, a\", \"ppend them\", \"- if (\", \"- response &&\", \"- toolResultsToInclude &&\", \"- !response.includes(\", \"- toolResultsToInclude.substring(\", \"- 0,\", \"- Math.min(50, toolResultsToInclude.length)\", \"- )\", \"- )\", \"- ) {\", \"- // Only append if the tool results aren't already reflected in the\", \"response\", \"- console.log(`${agent.name} appending tool results to response`);\", \"- response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \"- }\", \"-\", \"- console.log(`${agent.name} final response: ${response}`);\", \"- return response || `No response from ${agent.name.toLowerCase()}`;\", \"+ return await Runner.runStreamedWithTools(agent, prompt, messages, handl\", \"ers);\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \"diff --git a/magi/src/utils/runner.ts b/magi/src/utils/runner.ts\", \"index 5a5d22c..513e3d1 100644\", \"--- a/magi/src/utils/runner.ts\", \"+++ b/magi/src/utils/runner.ts\", \"@@ -21,6 +21,7 @@ import type {\", \" StreamEventType,\", \" ErrorEvent,\", \" ResponseOutputMessage,\", \"+ VerifierResult,\", \" } from '../types/shared-types.js';\", \" import { Agent } from './agent.js';\", \" import { getModelProvider } from '../model_providers/model_provider.js';\", \"@@ -453,6 +454,38 @@ export class Runner {\", \" };\", \" } // End of runStreamed\", \"\", \"+ /**\", \"+ * Run a verifier agent against `output` and return its structured result.\", \"+ * The verifier must return JSON or a plain string that parses into Verifie\", \"rResult.\", \"+ */\", \"+ static async verifyRun(\", \"+ verifier: Agent,\", \"+ output: string,\", \"+ history: ResponseInput,\", \"+ handlers: ToolCallHandler,\", \"+ allowed: StreamEventType[] | null,\", \"+ ): Promise {\", \"+ const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.pare\", \"nt_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser outp\", \"ut:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \"+\", \"+ const raw = await Runner.runStreamedWithTools(\", \"+ verifier,\", \"+ verifyPrompt,\", \"+ history,\", \"+ handlers,\", \"+ allowed,\", \"+ 0,\", \"+ undefined,\", \"+ true\", \"+ );\", \"+\", \"+ try {\", \"+ return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.pars\", \"e(String(raw));\", \"+ } catch {\", \"+ const txt = raw.toString().trim().toLowerCase();\", \"+ return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fai\", \"l', reason: raw as string };\", \"+ }\", \"+ }\", \"+\", \" /**\", \" * Unified function to run an agent with streaming and handle all events in\", \"cluding tool calls\", \" */\", \"@@ -463,7 +496,9 @@ export class Runner {\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across r\", \"ecursive calls\", \"- communicationManager?: any // Add optional communicationManager paramet\", \"er\", \"+ communicationManager?: any, // Add optional communicationManager parame\", \"ter\", \"+ skipVerifier = false,\", \"+ verificationAttempt = 0\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \"@@ -903,6 +938,47 @@ export class Runner {\", \"\", \" agent.model = undefined; // Allow a new model to be selected for th\", \"e next run\", \"\", \"+ // ── post-run verification ───────────────────────────────────────\", \"───────\", \"+ if (!skipVerifier && agent.verifier) {\", \"+ const vResult = await Runner.verifyRun(\", \"+ agent.verifier,\", \"+ fullResponse,\", \"+ conversationHistory,\", \"+ handlers,\", \"+ allowedEvents\", \"+ );\", \"+\", \"+ if (\", \"+ vResult.status === 'fail' &&\", \"+ verificationAttempt < agent.maxVerificationAttempts\", \"+ ) {\", \"+ console.warn(\", \"+ `[Runner] verifier failed: ${vResult.reason ?? '(no rea\", \"son)'}`\", \"+ );\", \"+ const retryHistory: ResponseInput = [\", \"+ ...conversationHistory,\", \"+ { type: 'message', role: 'assistant', content: fullResp\", \"onse },\", \"+ {\", \"+ type: 'message',\", \"+ role: 'developer',\", \"+ content: `Verifier feedback:\\\\n${vResult.reason ?? '\", \"(none)'}`,\", \"+ },\", \"+ ];\", \"+\", \"+ return await Runner.runStreamedWithTools(\", \"+ agent,\", \"+ '',\", \"+ retryHistory,\", \"+ handlers,\", \"+ allowedEvents,\", \"+ toolCallCount,\", \"+ communicationManager,\", \"+ false,\", \"+ verificationAttempt + 1\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"daac49\"}",{},"6698820b-c20f-4ac3-bb8c-bc8dea4cfdcb",{"_111":108,"_161":-5,"_445":5369},{"_453":473,"_228":474,"_475":-5,"_45":5368},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show | sed -n '160,320p'\\n\"}",{},"b29987f6-00f9-4ca0-a773-94a14251b096",{"_111":465,"_161":494,"_445":5376},{"_453":45,"_454":5374},{},[5375],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 231, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show | sed -n '40,160p'\", \"+\", \" /**\", \" * Definition of an agent with model and tool settings\", \" */\", \"@@ -154,6 +161,8 @@ export interface AgentDefinition {\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds pe\", \"r turn\", \"+ verifier?: AgentDefinition;\", \"+ maxVerificationAttempts?: number;\", \" jsonSchema?: object; // JSON schema definition for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for model providers that need a real she\", \"ll context\", \"diff --git a/magi/src/utils/agent.ts b/magi/src/utils/agent.ts\", \"index 215db88..11ec3bd 100644\", \"--- a/magi/src/utils/agent.ts\", \"+++ b/magi/src/utils/agent.ts\", \"@@ -9,10 +9,8 @@ import {\", \" AgentDefinition,\", \" ModelSettings,\", \" AgentExportDefinition,\", \"- ToolEvent,\", \" ToolFunction,\", \" WorkerFunction,\", \"- StreamingEvent,\", \" ResponseInput,\", \" AgentInterface,\", \" ToolCall,\", \"@@ -26,7 +24,7 @@ import { v4 as uuid } from 'uuid';\", \" // Import removed to fix lint error\", \" import { Runner } from './runner.js';\", \" import { ModelClassID } from '../model_providers/model_data.js';\", \"-import { truncateLargeValues } from './file_utils.js';\", \"+\", \" import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"\", \" /**\", \"@@ -88,6 +86,8 @@ export class Agent implements AgentInterface {\", \" intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \" maxToolCalls: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds pe\", \"r turn\", \"+ verifier?: Agent;\", \"+ maxVerificationAttempts: number;\", \" args: any;\", \" jsonSchema?: object; // JSON schema for structured output\", \" historyThread?: ResponseInput | undefined;\", \"@@ -133,10 +133,16 @@ export class Agent implements AgentInterface {\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \" not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \" No default, undefined means no limit\", \"+ this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers tha\", \"t need a real shell\", \"\", \"+ if (definition.verifier) {\", \"+ this.verifier = new Agent({ ...definition.verifier, verifier: undef\", \"ined });\", \"+ this.verifier.parent_id = this.agent_id;\", \"+ }\", \"+\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \"@@ -487,109 +493,13 @@ async function runAgentTool(\", \" }\", \"\", \" const messages: ResponseInput = [];\", \"- let toolResultsToInclude = '';\", \"- const toolCalls: any[] = [];\", \"+ const handlers = {\", \"+ onToolCall: agent.onToolCall,\", \"+ onToolResult: agent.onToolResult,\", \"+ };\", \"\", \" try {\", \"- console.log(\", \"- `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \"- prompt\", \"- );\", \"-\", \"- // Set up handlers for the unified streaming function\", \"- const handlers = {\", \"- onToolCall: (toolCall: ToolCall) => {\", \"- console.log(`${agent.name} intercepted tool call:`, toolCall);\", \"- toolCalls.push(toolCall);\", \"- },\", \"- onToolResult: (toolCall: ToolCall, result: string) => {\", \"- try {\", \"- console.log(\", \"- `${agent.name} intercepted tool result:`,\", \"- truncateLargeValues(result)\", \"- );\", \"- if (result) {\", \"- const resultString =\", \"- typeof result === 'string'\", \"- ? result\", \"- : JSON.stringify(result, null, 2);\", \"-\", \"- // Store results so we can include them in the response\", \" if needed\", \"- toolResultsToInclude += resultString + '\\\\n';\", \"- console.log(\", \"- `${agent.name} captured tool result: ${resultString\", \".substring(0, 100)}...`\", \"- );\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing intercepted tool result in ${agent.na\", \"me}:`,\", \"- err\", \"- );\", \"- }\", \"- },\", \"- onEvent: (event: StreamingEvent) => {\", \"- // Capture tool results from tool_done events\", \"- if (event.type === 'tool_done') {\", \"- try {\", \"- const toolEvent = event as ToolEvent;\", \"- const results = toolEvent.results;\", \"- if (results) {\", \"- const resultString =\", \"- typeof results === 'string'\", \"- ? results\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3cee04\"}",{},"ed29031a-0369-468f-9abf-80623cc257e0",{"_111":108,"_161":-5,"_445":5382},{"_453":473,"_228":474,"_475":-5,"_45":5381},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show | sed -n '40,160p'\\n\"}",{},"99b931d0-d89a-4f1b-9b9a-871d8c1933be",{"_111":465,"_161":494,"_445":5389},{"_453":45,"_454":5387},{},[5388],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 186, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show | head -n 40\", \"commit 671a002e4bc79e18f78db9bfde3cc50d675599b4\", \"Author: Codex \", \"Date: Sun May 18 10:23:45 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \"diff --git a/README.md b/README.md\", \"index 616a354..165aa3f 100644\", \"--- a/README.md\", \"+++ b/README.md\", \"@@ -142,6 +142,7 @@ docker-compose.yml\", \" - **Tool Integration**: Agents can use tools like web search, code execution, a\", \"nd browser automation\", \" - **Browser Integration**: Chrome extension allows direct interaction with the\", \"web browser\", \" - **Cost Tracking**: Monitors and reports on API usage costs\", \"+- **Verifier Agents**: Optional verifier agents can call any tools; failures tr\", \"igger automatic retries (default 2)\", \"\", \" ## Command Line Utilities\", \"\", \"diff --git a/common/shared-types.ts b/common/shared-types.ts\", \"index e402727..f1046fa 100644\", \"--- a/common/shared-types.ts\", \"+++ b/common/shared-types.ts\", \"@@ -41,6 +41,8 @@ export interface AgentInterface {\", \" modelClass?: string;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \"+ verifier?: AgentDefinition; // Optional verifier agent\", \"+ maxVerificationAttempts?: number; // Number of retries allowed\", \" onToolCall?: (toolCall: ToolCall) => void;\", \" onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \"@@ -139,6 +141,11 @@ export type ToolParameterMap = {\", \" | ToolParameter;\", \" };\", \"\", \"+export interface VerifierResult {\", \"+ status: 'pass' | 'fail';\", \"+ reason?: string;\", \"+}\", \"+\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"74b1f1\"}",{},"b4e40433-548d-4a4a-adc3-31b28fcc63f2",{"_111":108,"_161":-5,"_445":5395},{"_453":473,"_228":474,"_475":-5,"_45":5394},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show | head -n 40\\n\"}",{},"20255256-be0b-4389-9f38-bb5b8ecdeb77",{"_111":108,"_161":-5,"_445":5402},{"_453":45,"_454":5400},{"_482":57,"_483":484,"_451":452},[5401],"I’ll go ahead and show the differences.",{},"b5475318-5b8b-4081-8577-e265c36911a3",{"_111":465,"_161":494,"_445":5409},{"_453":45,"_454":5407},{},[5408],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 174, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git show --stat\", \"commit 671a002e4bc79e18f78db9bfde3cc50d675599b4 (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:23:45 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a791da\"}",{},"84b76ec8-518f-4506-a095-ea73e5e4778f",{"_111":108,"_161":-5,"_445":5414},{"_453":473,"_228":474,"_475":-5,"_45":1129},{"_451":472},{},"ec06da2f-76f9-46c0-b378-6f3a07e319e9",{"_111":108,"_161":-5,"_445":5421},{"_453":45,"_454":5419},{"_482":57,"_483":484,"_451":452},[5420],"I'll check the previous commit patch to understand the changes better.",{},"66036cf4-399f-48b1-ae36-d0ee447db9e7",{"_111":465,"_161":494,"_445":5428},{"_453":45,"_454":5426},{},[5427],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 162, \"output\": [\"root@44aacb326f96:/workspace/magi-system# git log -1 --stat\", \"commit 671a002e4bc79e18f78db9bfde3cc50d675599b4 (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:23:45 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c99df4\"}",{},"eade858c-55f9-4dc1-843c-af2879048740",{"_111":108,"_161":-5,"_445":5433},{"_453":473,"_228":474,"_475":-5,"_45":1314},{"_451":472},{},"b41b201a-6039-4cc1-821a-760b69e8ef59",{"_111":108,"_161":-5,"_445":5440},{"_453":45,"_454":5438},{"_482":57,"_483":484,"_451":452},[5439],"I don't see AGENTS inside the magi path, so I'll follow root instructions for runStreamedWithTools.",{},"40353fb9-9e02-476b-b763-2b5ddd4915c7",{"_111":465,"_161":494,"_445":5447},{"_453":45,"_454":5445},{},[5446],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 161, \"output\": [\"root@44aacb326f96:/workspace/magi-system# find magi -name AGENTS.md -print\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"282515\"}",{},"8321558b-cad3-4c9f-bada-e4913dacf398",{"_111":108,"_161":-5,"_445":5453},{"_453":473,"_228":474,"_475":-5,"_45":5452},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"find magi -name AGENTS.md -print\\n\"}",{},"15b185b5-7c34-4243-92ee-715385eeb9aa",{"_111":108,"_161":-5,"_445":5460},{"_453":45,"_454":5458},{"_482":57,"_483":484,"_451":452},[5459],"I need to double-check for AGENTS.md in the magi directory or its subdirectories.",{},"c2e99cbf-985f-45e6-abc2-4b4a739b88a3",{"_111":465,"_161":494,"_445":5467},{"_453":45,"_454":5465},{},[5466],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 152, \"output\": [\"root@44aacb326f96:/workspace/magi-system# find . -name AGENTS.md -print\", \"./templates/desktop-app/AGENTS.md\", \"./templates/game-3d/AGENTS.md\", \"./templates/web-static/AGENTS.md\", \"./templates/game-2d/AGENTS.md\", \"./templates/mobile-app/AGENTS.md\", \"./templates/plain/AGENTS.md\", \"./templates/web-app/AGENTS.md\", \"./AGENTS.md\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"58f742\"}",{},"8cbf811a-bb5d-40bc-aef0-642db15ba528",{"_111":108,"_161":-5,"_445":5473},{"_453":473,"_228":474,"_475":-5,"_45":5472},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"find . -name AGENTS.md -print\\n\", \"yield_time_ms\": 500}",{},"8a3c7031-b810-4f94-a0d8-5d0493565b10",{"_111":108,"_161":-5,"_445":5480},{"_453":45,"_454":5478},{"_482":57,"_483":484,"_451":452},[5479],"I’ll start by confirming the root and searching for relevant instructions regarding magi directories.",{},"17015841-3428-4d22-b0c6-40fc2628a9da",{"_111":465,"_161":494,"_445":5487},{"_453":45,"_454":5485},{},[5486],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 151, \"output\": [\"ackroot@44aacb326f96:/workspace/magi-system# git status --short\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2653fd\"}",{},"bed430c3-10e0-4e1b-90d9-a924297247ea",{"_111":108,"_161":-5,"_445":5492},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":472},{},"0ce6e4ca-507a-40fb-8363-24275aaa70a2",{"_111":108,"_161":-5,"_445":5499},{"_453":45,"_454":5497},{"_482":57,"_483":484,"_451":452},[5498],"AGENTS instructions say to run lint and tests, despite earlier package issues and pre-commit failures.",{},"6a187b7c-08bb-4f4f-bf9b-a5a0a8bd1842",{"_111":465,"_161":494,"_445":5506},{"_453":45,"_454":5504},{},[5505],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 113, \"output\": [\"root@44aacb326f96:/workspace/magi-system# sed -n '60,120p' AGENTS.md\", \"## Testing Instructions\", \"- Unit tests with Vitest in `test/`\", \"- E2E tests with Playwright in `test/playwright/`\", \"- Example custom tools in `test/tools` (run via `npm run test:tools`)\", \"- Integration tests for individual agents with `test/magi-docker.sh`\", \"- See `docs/TESTING.md` for advanced scenarios\", \"\", \"## Repository Etiquette\", \"- Branch names: `feat/`, `fix/`\", \"- Conventional Commits required\", \"- PRs must pass CI and require at least one approving review\", \"\", \"## Developer Environment Setup\", \"1. `cp .env.example .env` and fill in API keys\", \"2. `npm install`\", \"3. `npm run setup` # builds host tools and prepares Chrome\", \"4. `docker compose up -d db`\", \"5. `npm run dev` – open http://localhost:3010\", \"\", \"## Project-Specific Warnings\", \"- Do NOT commit real API keys. `.env` is git-ignored.\", \"- Heavy tasks may consume OpenAI/Anthropic quotas quickly.\", \"- Agent containers require proper configuration in docker-compose.yml.\", \"\", \"## Key Utility Functions / APIs\", \"- `magi/src/utils/runner.js` – Core agent runner\", \"- `magi/src/utils/history.js` – Conversation history management\", \"- `magi/src/utils/memory.js` – Memory persistence\", \"- `magi/src/model_providers/` – LLM API wrappers\", \"- `controller/src/server/docker_interface.ts` – Container management\", \"\", \"## Special Features\", \"- MECH (Meta-cognition Ensemble Chain-of-thought Hierarchy) - Intelligent model\", \"selection\", \"- Custom Tools - Dynamic tool creation by agents at runtime\", \"- Browser control - CDP-based browser automation\", \"- Multi-provider support - Works with various LLM providers with automatic fallb\", \"ackroot@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"075d43\"}",{},"70eb46d8-3801-4743-951e-af702f2c0959",{"_111":108,"_161":-5,"_445":5512},{"_453":473,"_228":474,"_475":-5,"_45":5511},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '60,120p' AGENTS.md\\n\"}",{},"6c73d67c-92c9-4a3b-a072-a0ca60af3b51",{"_111":465,"_161":494,"_445":5519},{"_453":45,"_454":5517},{},[5518],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 112, \"output\": [\"ackroot@44aacb326f96:/workspace/magi-system# ^C\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"993770\"}",{},"579d68af-0001-4fd8-802b-d3f84e8d9337",{"_111":108,"_161":-5,"_445":5525},{"_453":473,"_228":474,"_475":-5,"_45":5524},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"\\u0003\"}",{},"de5b5bca-57e9-409e-84aa-5d17080f8880",{"_111":465,"_161":494,"_445":5532},{"_453":45,"_454":5530},{},[5531],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 10, \"output\": [\"root@44aacb326f96:/workspace/magi-system# cat AGENTS.md\", \"# Project Overview\", \"MAGI System is a modular, autonomous AI orchestration framework. It coordinates\", \"specialized agents (Browser, Code, Search, etc.) through a central Overseer runn\", \"ing on Node.js. A React frontend lets users monitor tasks in real-time while Soc\", \"ket.IO keeps the browser, controller, and agents in sync.\", \"\", \"## Setup\", \"Run these before you start work\", \"```bash\", \"npm install\", \"npm run build\", \"```\", \"\", \"## Quality gate\", \"Run these before every commit\", \"```bash\", \"npm run lint:fix\", \"npm run test:tools\", \"```\", \"\", \"## Core Modules & Files\", \"- controller/: Gateway between browser UI and Overseer (Node + TypeScript)\", \" - src/server/server.ts – Express/Socket.IO server entry\", \" - src/client/ – React UI code\", \"- magi/: Core orchestration logic for agents\", \" - src/magi.ts – Main bootstrapping entry for the Overseer\", \" - src/magi_agents/ – Specialized agent implementations\", \" - src/model_providers/ – LLM providers (Anthropic, OpenAI, Google)\", \"- common/: Shared TypeScript utilities and types\", \"- host/: Browser bridge for Chrome automation via CDP\", \"- db/: PostgreSQL migrations and schema\", \"- docker-compose.yml – Container orchestration\", \"\", \"## `project_map.json`\", \"High-level machine-readable index of the repository. Use it to quickly locate en\", \"try points, key directories, and common commands.\", \"\", \"## Build Process\", \"The system relies on Docker for reproducible environments. Use `npm run build` t\", \"o compile TypeScript and build the images.\", \"- `npm run build:host` – compile host utilities only\", \"- `npm run build:docker` – build controller and magi images\", \"\", \"\", \"## Common Bash Commands\", \"```bash\", \"npm install # install all workspaces\", \"npm run setup # configure Chrome and shared volumes\", \"npm run dev # start watchers and Docker services\", \"npm run build # compile TypeScript bundles\", \"npm run build:docker # build controller and magi images\", \"npm run build:host # compile host utilities\", \"npm run browser:start # launch Chrome for browser agent\", \"npm test # run unit tests (Vitest)\", \"npm run test:e2e # run E2E tests (Playwright)\", \"npm run test:tools # execute example custom tools\", \"docker compose up -d # spin up Postgres & pgvector\", \"```\", \"\", \"## Code Style Guidelines\", \"- TypeScript strict mode; run `npm run lint` (ESLint)\", \"- Prettier enforced via Husky pre-commit hooks\", \"- Commit hooks ensure formatting & tests pass\", \"\", \"## Testing Instructions\", \"- Unit tests with Vitest in `test/`\", \"- E2E tests with Playwright in `test/playwright/`\", \"- Example custom tools in `test/tools` (run via `npm run test:tools`)\", \"- Integration tests for individual agents with `test/magi-docker.sh`\", \"- See `docs/TESTING.md` for advanced scenarios\", \"\", \"## Repository Etiquette\", \"- Branch names: `feat/`, `fix/`\", \"- Conventional Commits required\", \"- PRs must pass CI and require at least one approving review\", \"\", \"## Developer Environment Setup\", \"1. `cp .env.example .env` and fill in API keys\", \"2. `npm install`\", \"3. `npm run setup` # builds host tools and prepares Chrome\", \"4. `docker compose up -d db`\", \"5. `npm run dev` – open http://localhost:3010\", \"\", \"## Project-Specific Warnings\", \"- Do NOT commit real API keys. `.env` is git-ignored.\", \"- Heavy tasks may consume OpenAI/Anthropic quotas quickly.\", \"- Agent containers require proper configuration in docker-compose.yml.\", \"\", \"## Key Utility Functions / APIs\", \"- `magi/src/utils/runner.js` – Core agent runner\", \"- `magi/src/utils/history.js` – Conversation history management\", \"- `magi/src/utils/memory.js` – Memory persistence\", \"- `magi/src/model_providers/` – LLM API wrappers\", \"- `controller/src/server/docker_interface.ts` – Container management\", \"\", \"## Special Features\", \"- MECH (Meta-cognition Ensemble Chain-of-thought Hierarchy) - Intelligent model\", \"selection\", \"- Custom Tools - Dynamic tool creation by agents at runtime\", \"- Browser control - CDP-based browser automation\", \"- Multi-provider support - Works with various LLM providers with automatic fallb\", \"ackroot@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"25a894\"}",{},"8f78c608-32f5-4eec-8435-3b6cef01f7c4",{"_111":108,"_161":-5,"_445":5537},{"_453":473,"_228":474,"_475":-5,"_45":1472},{"_451":500},{},"230746bc-1980-4764-9a0b-ddc161b74b7c",{"_111":465,"_161":494,"_445":5544},{"_453":45,"_454":5542},{},[5543],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2, \"output\": [\"root@44aacb326f96:/workspace# cd magi-system\", \"root@44aacb326f96:/workspace/magi-system# ls\", \"AGENTS.md controller magi templates\", \"CLAUDE.md db overseer_review_report.md test\", \"LICENSE docker-compose.yml package-lock.json tsconfig.json\", \"POSTGRES.md docs package.json vitest.config.ts\", \"README.md eslint.config.js project_map.json\", \"common host scripts\", \"root@44aacb326f96:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"281b66\"}",{},"e62452fe-9716-4106-a695-3e151c54d298",{"_111":108,"_161":-5,"_445":5549},{"_453":473,"_228":474,"_475":-5,"_45":1492},{"_451":500},{},"69e40098-89aa-4628-833e-e8869107037c",{"_111":465,"_161":494,"_445":5556},{"_453":45,"_454":5554},{},[5555],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 0, \"output\": [\"root@44aacb326f96:/workspace# ls\", \"magi-system\", \"root@44aacb326f96:/workspace#\"], \"num_elided_lines\": 0, \"chunk_id\": \"742ffa\"}",{},"a5e762f8-98c8-4688-ad0b-a07a0442d673",{"_111":108,"_161":-5,"_445":5561},{"_453":473,"_228":474,"_475":-5,"_45":1505},{"_451":500},{},"eda53670-71ad-4c35-b2d2-1a843ca8579c",{"_111":465,"_161":1513,"_445":5568},{"_453":45,"_454":5566},{},[5567],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 0, \"output\": [\"root@44aacb326f96:/workspace#\"], \"num_elided_lines\": 0, \"chunk_id\": \"433856\"}",{},"bf3ff4f5-a9d7-4530-9946-705cdae44a58",{"_111":108,"_161":-5,"_445":5573},{"_453":473,"_228":474,"_475":-5,"_45":1519},{"_451":472},{},"56c33656-88c0-4d02-8adc-4a81579acbb9",{"_111":108,"_161":-5,"_445":5580},{"_453":45,"_454":5578},{"_482":57,"_483":484,"_451":452},[5579],"The instructions say to check AGENTS.md first for guidance before proceeding with the user's request.",{},"63e44d86-4c25-4dc6-8eb6-243a0edc8275",{"_111":261,"_161":-5,"_445":5589},{"_453":45,"_454":5587},{"_1532":5585},{"_1534":5586},[],[5588],"Ok well perhaps we should update runStreamedWithTools to include the tool results (with large values truncated) as this would be useful in other places too",{},1747563992.779742,{"_107":3838,"_3839":249,"_3840":5649,"_3823":5650,"_3842":-5},{"_107":3822,"_3823":5645},{"_107":3775,"_111":108,"_438":5627},{"_107":1547,"_1548":5595},[5596],{"_1554":1555,"_1556":-5,"_1557":5597,"_1559":-5},[5598],{"_1561":444,"_1562":5599,"_438":5600,"_1565":57},1478,[1566,1567,1568,1569,1570,1571,117,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,5601,117,1604,117,1605,1606,1607,1608,1609,1610,1611,117,1566,1612,1613,1568,1614,1615,1616,1617,1571,1618,1619,1620,1621,1622,1623,1624,117,1625,1626,1627,1628,1629,117,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,117,1640,1641,1642,1643,117,1644,1645,1646,117,1647,1648,1649,1650,1651,1652,1653,1654,117,1655,1656,1657,1658,117,1659,1660,1661,1662,1663,1664,1665,1666,1658,1667,1668,1669,1670,1671,1667,1672,1673,1644,1674,1675,1676,1677,1633,1658,1667,1610,1611,117,1566,1678,1571,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1658,1667,117,1700,1701,1702,117,1703,1704,1705,1706,1707,1708,1667,117,1709,1710,1711,1712,1713,1658,1638,117,1714,1715,1716,1717,1718,117,1719,1720,1721,1722,1610,117,1680,1723,1683,1724,1685,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1667,117,1735,1736,1737,1667,117,1738,1739,1740,1741,1742,1743,1744,1745,1746,117,1747,1748,1749,1750,1751,1633,1752,1753,1754,1658,117,1755,1756,1757,1758,1759,117,1760,1761,1762,1658,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1658,117,1776,1777,1778,1779,1780,1781,1782,1783,117,1644,1784,1785,117,1786,1787,1788,117,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,117,1801,1802,1803,1804,117,1791,1805,1793,1794,1795,1806,1797,1798,1807,1800,1775,117,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1633,117,1822,1823,1824,1825,1826,1633,117,1827,1828,1829,1830,117,1831,1832,1833,1834,1835,117,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1841,1846,1847,1804,1775,117,1848,1849,1850,1633,117,1808,1809,1810,1851,1812,1813,1814,1815,1852,1651,1853,1854,1855,1856,1857,1858,117,1859,1860,1861,1862,117,1863,1769,1864,1865,1866,1867,1868,1773,1869,1870,1793,1871,1872,1873,1793,1794,1874,1875,1876,1877,1878,1879,1800,1775,117,1880,1881,1882,1883,1884,1885,1886,117,1808,1809,1810,1887,1812,1813,1888,1814,1815,117,1889,1872,1890,1793,1891,1892,1871,1791,1893,1894,1793,1895,1775,1658,1896,117,1897,1898,1899,1718,1900,1901,1902,1903,1904,1905,117,1680,1906,1907,1683,1908,1909,1910,1911,1912,1913,1914,1915,117,1916,1917,1918,1919,1920,1921,1922,1923,1924,1718,117,1925,1926,1927,1928,1929,1667,1610,117,1680,1930,1683,1931,1685,1725,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943,1944,1945,1946,117,1925,1947,117,1948,117,1949,1950,117,1763,1951,1952,1953,1954,1955,1815,1658,117,1956,1957,1958,1959,1960,117,1961,1769,1962,1963,1773,1964,1965,1966,1804,1775,117,1967,1968,1969,117,1970,1971,1972,117,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,117,1993,1994,1995,1996,1997,1998,1977,1999,1985,1986,1987,2000,2001,2002,1991,1992,1969,1804,117,2003,2004,2005,117,2006,2007,2008,2009,2010,1992,117,2011,2012,2013,2014,2015,117,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,1991,117,2034,2035,2036,2037,2038,117,2039,2040,2041,2042,2043,2044,2045,2046,2047,2048,2049,2050,2051,2052,2053,2037,2042,2043,2044,2054,2046,2047,2048,2049,2055,2056,2057,2058,2037,2059,2060,2061,2062,2063,2064,2049,2065,1992,117,2066,2067,2041,2068,2069,2070,1992,117,2071,2072,2073,2074,2075,2076,2077,2078,2079,2080,2081,2082,2083,2084,2085,2086,2027,1991,2087,2088,2089,2090,2091,2092,117,2093,2094,2095,2096,2097,2098,2099,2100,2101,1991,1992,117,2102,2006,2103,2104,2105,2009,2106,2107,117,2108,2109,2110,2111,2112,2113,2114,2115,2116,2027,2117,2118,2119,1991,117,2120,2121,2122,2123,2124,2049,117,2125,2126,2127,2128,2129,2130,2101,1991,1992,2131,2132,117,2133,2134,2135,1969,1804,1775,1658,117,2136,2137,2138,2139,2140,2141,2142,2143,1849,2144,1633,117,2145,2146,1849,2147,1633,117,2148,1769,2149,2150,1773,1791,2151,1793,2152,2153,1775,117,2154,2155,1791,2156,1793,1791,2157,1793,1791,2158,1793,1791,2156,1793,2159,2160,2161,1804,2162,2163,2164,2160,2161,1804,2165,1775,117,2166,2167,117,2168,2169,2170,2171,2172,2173,2174,2175,2176,2177,2178,2179,117,2180,2181,2182,1793,2183,2184,2185,2186,2187,2188,2189,2190,2038,1804,1775,117,2191,2192,117,2193,2194,117,2195,1882,2196,2197,2198,2199,2200,1633,117,2201,2202,2203,1775,1658,117,2204,2205,2206,2207,2208,2209,2210,2211,2212,1841,2213,2214,2215,2216,2217,2218,2219,117,2220,2019,2221,2222,2223,2032,2224,2225,2226,2227,2032,1991,2087,2228,2229,2037,1992,1804,117,2230,2231,2232,2233,2234,1804,2235,1872,2236,2237,1793,117,2238,2239,2240,2241,1841,1804,1775,1658,117,2242,117,2243,2244,2245,2246,2247,2248,2198,2249,1633,117,1769,2250,2251,1773,1869,2252,179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{ truncateLargeValues } from './file_utils.js';"," // ── append tool results for visibility ─────────────────────────"," const seenResults = new Set();"," let toolResultsToInclude = '';"," for (const item of messageItems) {"," if (item.type === 'function_call_output' && item.output) {"," let resultStr = item.output;"," resultStr = JSON.stringify("," truncateLargeValues(JSON.parse(item.output)),"," null,"," 2"," } catch {"," if (typeof item.output === 'string') {"," resultStr = truncateLargeValues(item.output);"," const key = resultStr.substring(0, 50);"," if (!seenResults.has(key)) {"," toolResultsToInclude += resultStr + '\\n';"," seenResults.add(key);"," toolResultsToInclude &&"," !fullResponse.includes("," toolResultsToInclude.substring("," 0,"," Math.min(50, toolResultsToInclude.length)"," )"," )"," fullResponse += `\\n\\nTool Results:\\n${toolResultsToInclude}`;",[5628,5629,5630,5631,5632,5633,5634,5635],{"_453":45,"_45":5644},{"_453":3802,"_1554":1555,"_1561":241,"_1562":5643},{"_453":45,"_45":5642},{"_453":3802,"_1554":1555,"_1561":5640,"_1562":5641},{"_453":45,"_45":3801},{"_453":3794,"_3795":5638,"_1561":444,"_1562":5639},{"_453":45,"_45":3798},{"_453":3794,"_3795":5636,"_1561":444,"_1562":5637},"c0db75",38,"ac10e9",16,983,1018,"\n- After verification, gathered all `function_call_output` messages, truncated their values, and appended them under a “Tool Results:” section before returning the response",40,"**Clarification**\n\nThe final code updates `runStreamedWithTools` so that tool results are appended to the agent’s response. Each result is processed with `truncateLargeValues` to avoid excessively long outputs.\n\n**Summary**\n\n- Imported `truncateLargeValues` into `runner.ts` for truncating large tool outputs",{"_107":3823,"_3825":3826,"_143":5646,"_3828":-5,"_260":5647,"_3830":-5,"_3831":444,"_3832":5637,"_3833":31,"_3835":5648,"_3837":-5},"671a002e4bc79e18f78db9bfde3cc50d675599b4","diff --git a/magi/src/utils/runner.ts b/magi/src/utils/runner.ts\nindex 513e3d1..e16be54 100644\n--- a/magi/src/utils/runner.ts\n+++ b/magi/src/utils/runner.ts\n@@ -15,50 +15,51 @@ import type {\n RunnerConfig,\n ResponseInputItem,\n ResponseInputFunctionCall,\n ResponseInputFunctionCallOutput,\n ResponseInputMessage,\n ResponseThinkingMessage,\n StreamEventType,\n ErrorEvent,\n ResponseOutputMessage,\n VerifierResult,\n } from '../types/shared-types.js';\n import { Agent } from './agent.js';\n import { getModelProvider } from '../model_providers/model_provider.js';\n import {\n findModel,\n MODEL_CLASSES,\n ModelClassID,\n ModelEntry,\n } from '../model_providers/model_data.js';\n import { getModelFromClass } from '../model_providers/model_provider.js';\n import { processToolCall } from './tool_call.js';\n import { capitalize } from './llm_utils.js';\n import { getCommunicationManager, sendComms } from './communication.js';\n import { isPaused, sleep } from './communication.js';\n import { mechState, getModelScore } from './mech_state.js';\n+import { truncateLargeValues } from './file_utils.js';\n \n const EVENT_TIMEOUT_MS = 300000; // 5 min timeout for events\n \n // Define a specific error type for clarity\n class TimeoutError extends Error {\n constructor(message: string) {\n super(message);\n this.name = 'TimeoutError';\n }\n }\n \n /**\n * Wraps an async generator stream to add inactivity timeout detection.\n * If no event is received within timeoutMs, it throws a TimeoutError.\n *\n * @param originalStream The stream to wrap.\n * @param timeoutMs The inactivity timeout duration in milliseconds.\n * @param identifier A string identifier for logging purposes (e.g., agent/model name).\n * @returns An async generator that yields events from the originalStream or throws on timeout.\n */\n async function* createTimeoutProxyStream(\n originalStream: AsyncGenerator,\n timeoutMs: number,\n identifier: string // For logging context\n ): AsyncGenerator {\n@@ -957,50 +958,87 @@ export class Runner {\n );\n const retryHistory: ResponseInput = [\n ...conversationHistory,\n { type: 'message', role: 'assistant', content: fullResponse },\n {\n type: 'message',\n role: 'developer',\n content: `Verifier feedback:\\n${vResult.reason ?? '(none)'}`,\n },\n ];\n \n return await Runner.runStreamedWithTools(\n agent,\n '',\n retryHistory,\n handlers,\n allowedEvents,\n toolCallCount,\n communicationManager,\n false,\n verificationAttempt + 1\n );\n }\n }\n \n+ // ── append tool results for visibility ─────────────────────────\n+ const seenResults = new Set();\n+ let toolResultsToInclude = '';\n+ for (const item of messageItems) {\n+ if (item.type === 'function_call_output' && item.output) {\n+ let resultStr = item.output;\n+ try {\n+ resultStr = JSON.stringify(\n+ truncateLargeValues(JSON.parse(item.output)),\n+ null,\n+ 2\n+ );\n+ } catch {\n+ if (typeof item.output === 'string') {\n+ resultStr = truncateLargeValues(item.output);\n+ }\n+ }\n+ const key = resultStr.substring(0, 50);\n+ if (!seenResults.has(key)) {\n+ toolResultsToInclude += resultStr + '\\n';\n+ seenResults.add(key);\n+ }\n+ }\n+ }\n+\n+ if (\n+ toolResultsToInclude &&\n+ !fullResponse.includes(\n+ toolResultsToInclude.substring(\n+ 0,\n+ Math.min(50, toolResultsToInclude.length)\n+ )\n+ )\n+ ) {\n+ fullResponse += `\\n\\nTool Results:\\n${toolResultsToInclude}`;\n+ }\n+\n return fullResponse;\n } catch (error) {\n // Handle other errors\n console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\n // Consider wrapping non-signal errors if needed, or just re-throw\n throw error; // Re-throw other errors\n }\n }\n \n /**\n * Runs a sequence of agents where each agent can pass data to the next agent in the chain.\n * The sequence continues until either all agents have run, a failure occurs, or the maximum\n * retry count is reached for any stage.\n *\n * @param agentSequence An object mapping stage names to agent factory functions\n * @param input The initial input to the first agent\n * @param maxRetries Maximum number of retries per stage before giving up\n * @param maxTotalRetries Maximum total retries across all stages before giving up\n * @returns The final response from the last successful agent in the chain\n */\n static async runSequential(\n agentSequence: RunnerConfig,\n input: string,\n maxRetries: number = 3,\n maxTotalRetries: number = 10\n","feat(runner): include truncated tool results in output","## Summary\n- add `VerifierResult` type and verifier fields to agent types\n- instantiate verifier agent and add config in `Agent` constructor\n- implement `Runner.verifyRun` helper and verification logic\n- simplify `runAgentTool` wrapper\n- document verifier agent feature in README\n- include truncated tool results in `runStreamedWithTools` output\n\n## Testing\n- `npm run lint:fix` *(fails: Cannot find package '@eslint/js')*\n- `npm run test:tools` *(fails: docker not found)*",{"_107":3823,"_3825":3826,"_143":3843,"_3828":-5,"_260":5651,"_3830":-5,"_3831":3845,"_3832":5652,"_3833":3847,"_3835":5648,"_3837":-5},"diff --git a/README.md b/README.md\nindex 616a354..165aa3f 100644\n--- a/README.md\n+++ b/README.md\n@@ -120,47 +120,48 @@ docker-compose.yml\n \n 1. Edit code in `host/`, `controller/`, or `magi/`\n 2. Lint & type-check:\n ```bash\n npm run lint\n npm run lint:fix\n ```\n 3. Run tests:\n ```bash\n npm test\n ```\n 4. Build & run locally:\n ```bash\n npm run dev\n ```\n \n ## Key Features\n \n - **Multi-Provider Support**: Works with OpenAI, Claude, Google Gemini, and other LLM providers\n - **Fallback Mechanism**: Automatically falls back to alternative models when rate limits are encountered\n - **Quota Management**: Tracks usage quotas across providers to optimize cost\n - **Streaming Responses**: Real-time streaming of LLM outputs and tool usage\n - **Tool Integration**: Agents can use tools like web search, code execution, and browser automation\n - **Browser Integration**: Chrome extension allows direct interaction with the web browser\n - **Cost Tracking**: Monitors and reports on API usage costs\n+- **Verifier Agents**: Optional verifier agents can call any tools; failures trigger automatic retries (default 2)\n \n ## Command Line Utilities\n \n - **List Process Output**: `./scripts/list-output.sh`\n - **Clear Process Output**: `./scripts/clear-process-output.sh `\n - **Clear All Output**: `./scripts/clear-output.sh`\n \n ## Testing\n \n The system includes a comprehensive testing suite using Playwright:\n \n - **Model Tests**: Tests for model providers and their interactions\n - **Agent Tests**: Tests for agent functionality and tool usage\n - **Runner Tests**: Tests for agent execution and fallback mechanisms\n - **API Tests**: Tests for internal API functionality\n - **E2E Tests**: End-to-end tests of system components\n \n The testing framework includes a specialized test provider (`test_provider.ts`) that simulates various LLM behaviors without requiring real API calls.\n \n ## License\n \n See the [LICENSE](LICENSE) file for details.\ndiff --git a/common/shared-types.ts b/common/shared-types.ts\nindex e402727..f1046fa 100644\n--- a/common/shared-types.ts\n+++ b/common/shared-types.ts\n@@ -19,50 +19,52 @@ declare global {\n ANTHROPIC_API_KEY?: string;\n GOOGLE_API_KEY?: string;\n XAI_API_KEY?: string;\n DEEPSEEK_API_KEY?: string;\n BRAVE_API_KEY?: string;\n PROJECT_REPOSITORIES?: string;\n PROJECT_PARENT_PATH?: string;\n PROCESS_PROJECTS?: string;\n }\n }\n }\n \n // Define the Agent interface to avoid circular dependency\n export interface AgentInterface {\n agent_id: string;\n name: string;\n description: string;\n instructions: string;\n parent_id?: string;\n workers?: AgentInterface[];\n tools?: ToolFunction[];\n model?: string;\n modelClass?: string;\n modelSettings?: ModelSettings;\n maxToolCalls?: number;\n+ verifier?: AgentDefinition; // Optional verifier agent\n+ maxVerificationAttempts?: number; // Number of retries allowed\n onToolCall?: (toolCall: ToolCall) => void;\n onToolResult?: (toolCall: ToolCall, result: string) => void;\n tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\n export(): AgentExportDefinition;\n asTool(): ToolFunction;\n }\n \n export interface AgentProcess {\n processId: string;\n started: Date;\n status:\n | 'started'\n | 'running'\n | 'waiting'\n | 'completed'\n | 'failed'\n | 'terminated';\n tool: ProcessToolType;\n command: string;\n name: string;\n output?: string;\n error?: string;\n history?: ResponseInput;\n projectIds?: string[]; // List of git repositories to mount\n }\n@@ -117,65 +119,72 @@ export interface ToolFunction {\n */\n export interface ToolDefinition {\n type: 'function';\n function: {\n name: string;\n description: string;\n parameters: {\n type: 'object';\n properties: Record;\n required: string[];\n };\n };\n }\n \n /**\n * Type definition for tool implementation functions\n */\n export type ToolImplementationFn = (...args: any[]) => any | Promise;\n \n export type ToolParameterMap = {\n [key: string]:\n | string\n | ToolParameter;\n };\n \n+export interface VerifierResult {\n+ status: 'pass' | 'fail';\n+ reason?: string;\n+}\n+\n /**\n * Definition of an agent with model and tool settings\n */\n export interface AgentDefinition {\n agent_id?: string;\n name: string;\n description: string;\n instructions: string;\n workers?: WorkerFunction[];\n tools?: ToolFunction[];\n model?: string;\n modelClass?: ModelClassID;\n modelSettings?: ModelSettings;\n maxToolCalls?: number;\n maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per turn\n+ verifier?: AgentDefinition;\n+ maxVerificationAttempts?: number;\n jsonSchema?: object; // JSON schema definition for structured output\n historyThread?: ResponseInput | undefined;\n cwd?: string; // Working directory for model providers that need a real shell context\n \n onToolCall?: (toolCall: ToolCall) => Promise;\n onToolResult?: (toolCall: ToolCall, result: string) => Promise;\n onRequest?: (\n agent: AgentInterface, // Reverted back to AgentInterface\n messages: ResponseInput\n ) => Promise<[any, ResponseInput]>; // Reverted back to AgentInterface\n onResponse?: (message: ResponseOutputMessage) => Promise;\n onThinking?: (message: ResponseThinkingMessage) => Promise;\n tryDirectExecution?: (\n messages: ResponseInput\n ) => Promise; // Add this line\n \n params?: ToolParameterMap; // Map of parameter names to their definitions\n processParams?: (\n agent: AgentInterface,\n params: Record\n ) => Promise<{\n prompt: string;\n intelligence?: 'low' | 'standard' | 'high';\n }>;\n }\ndiff --git a/magi/src/utils/agent.ts b/magi/src/utils/agent.ts\nindex 215db88..11ec3bd 100644\n--- a/magi/src/utils/agent.ts\n+++ b/magi/src/utils/agent.ts\n@@ -1,54 +1,52 @@\n /**\n * Agent framework for the MAGI system.\n *\n * This module defines the Agent class and the runner for executing LLM agents\n * with tools.\n */\n \n import {\n AgentDefinition,\n ModelSettings,\n AgentExportDefinition,\n- ToolEvent,\n ToolFunction,\n WorkerFunction,\n- StreamingEvent,\n ResponseInput,\n AgentInterface,\n ToolCall,\n ResponseThinkingMessage,\n ToolParameterMap,\n ResponseOutputMessage,\n } from '../types/shared-types.js';\n import { createToolFunction } from './tool_call.js';\n \n import { v4 as uuid } from 'uuid';\n // Import removed to fix lint error\n import { Runner } from './runner.js';\n import { ModelClassID } from '../model_providers/model_data.js';\n-import { truncateLargeValues } from './file_utils.js';\n+\n import { getAgentSpecificTools } from './custom_tool_utils.js';\n \n /**\n * Create a clone of an agent instance that properly handles functions\n * @param agent The agent to clone\n * @returns A new agent instance with copied properties and preserved function references\n */\n export function cloneAgent(agent: Agent): Agent {\n // Create a new object with the same prototype\n const copy = Object.create(Object.getPrototypeOf(agent)) as Agent;\n \n // Copy own enumerable properties\n Object.entries(agent).forEach(([key, value]) => {\n // Keep original function references, don't try to duplicate them\n if (typeof value === 'function') {\n // eslint-disable-next-line @typescript-eslint/ban-ts-comment\n // @ts-ignore - we know the index type here\n copy[key] = value;\n } else if (key === 'parent' && value instanceof Agent) {\n // For parent, keep the reference intact to preserve prototype chain\n // eslint-disable-next-line @typescript-eslint/ban-ts-comment\n // @ts-ignore\n copy[key] = value;\n } else if (Array.isArray(value)) {\n // Shallow copy array (its elements can include functions - we keep refs)\n@@ -66,99 +64,107 @@ export function cloneAgent(agent: Agent): Agent {\n // @ts-ignore\n copy[key] = value;\n }\n });\n \n return copy;\n }\n \n /**\n * Agent class representing an LLM agent with tools\n */\n export class Agent implements AgentInterface {\n agent_id: string;\n name: string;\n description: string;\n instructions: string;\n parent_id?: string;\n workers?: Agent[];\n tools?: ToolFunction[];\n model?: string;\n modelClass?: ModelClassID;\n modelSettings?: ModelSettings;\n intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\n maxToolCalls: number;\n maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per turn\n+ verifier?: Agent;\n+ maxVerificationAttempts: number;\n args: any;\n jsonSchema?: object; // JSON schema for structured output\n historyThread?: ResponseInput | undefined;\n cwd?: string; // Working directory for the agent (used by model providers that need a real shell)\n \n // Optional callback to preprocess parameters before runAgentTool\n params?: ToolParameterMap; // Map of parameter names to their definitions\n processParams?: (\n agent: AgentInterface,\n params: Record\n ) => Promise<{\n prompt: string;\n intelligence?: 'low' | 'standard' | 'high';\n }>;\n \n // Event handlers for tool calls and results\n onToolCall?: (toolCall: ToolCall) => Promise;\n onToolResult?: (toolCall: ToolCall, result: string) => Promise;\n \n // Event handlers for request and response\n onRequest?: (\n agent: Agent,\n messages: ResponseInput\n ) => Promise<[Agent, ResponseInput]>;\n onResponse?: (message: ResponseOutputMessage) => Promise;\n onThinking?: (message: ResponseThinkingMessage) => Promise;\n tryDirectExecution?: (\n messages: ResponseInput\n ) => Promise; // Add this line\n \n constructor(definition: AgentDefinition) {\n this.agent_id = definition.agent_id || uuid();\n this.name = definition.name.replaceAll(' ', '_');\n this.description = definition.description;\n this.instructions = definition.instructions;\n this.tools = definition.tools || [];\n \n // Ensure agent-specific tools are attached once ID is assigned\n this.model = definition.model;\n this.modelClass = definition.modelClass;\n this.jsonSchema = definition.jsonSchema;\n this.params = definition.params;\n this.modelSettings = definition.modelSettings || {};\n this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if not specified\n this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; // No default, undefined means no limit\n+ this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\n this.processParams = definition.processParams;\n this.historyThread = definition.historyThread;\n this.cwd = definition.cwd; // Working directory for model providers that need a real shell\n \n+ if (definition.verifier) {\n+ this.verifier = new Agent({ ...definition.verifier, verifier: undefined });\n+ this.verifier.parent_id = this.agent_id;\n+ }\n+\n this.onToolCall = definition.onToolCall;\n this.onToolResult = definition.onToolResult;\n // Assert the type to match the class property\n this.onRequest = definition.onRequest as (\n agent: Agent,\n messages: ResponseInput\n ) => Promise<[Agent, ResponseInput]>;\n this.onThinking = definition.onThinking;\n this.onResponse = definition.onResponse;\n this.tryDirectExecution = definition.tryDirectExecution; // Add this line\n \n // Configure JSON formatting if schema is provided\n if (this.jsonSchema) {\n if (!this.modelSettings) this.modelSettings = {};\n this.modelSettings.json_schema = this.jsonSchema;\n }\n \n if (definition.workers) {\n this.workers = definition.workers.map(\n (createAgentFn: WorkerFunction) => {\n // Call the function with no arguments or adjust based on what ExecutableFunction expects\n const agent = createAgentFn() as Agent;\n agent.parent_id = this.agent_id;\n return agent;\n }\n@@ -465,133 +471,37 @@ async function runAgentTool(\n \n const modelClass = agent.modelClass || 'standard';\n switch (agent.intelligence) {\n case 'low':\n if (['standard'].includes(modelClass)) {\n agent.modelClass = 'mini';\n }\n if (['code', 'reasoning'].includes(modelClass)) {\n agent.modelClass = 'standard';\n }\n break;\n case 'standard':\n // No change needed?\n break;\n case 'high':\n if (['mini'].includes(modelClass)) {\n agent.modelClass = 'standard';\n }\n if (['standard'].includes(modelClass)) {\n agent.modelClass = 'reasoning';\n }\n break;\n }\n \n const messages: ResponseInput = [];\n- let toolResultsToInclude = '';\n- const toolCalls: any[] = [];\n+ const handlers = {\n+ onToolCall: agent.onToolCall,\n+ onToolResult: agent.onToolResult,\n+ };\n \n try {\n- console.log(\n- `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\n- prompt\n- );\n-\n- // Set up handlers for the unified streaming function\n- const handlers = {\n- onToolCall: (toolCall: ToolCall) => {\n- console.log(`${agent.name} intercepted tool call:`, toolCall);\n- toolCalls.push(toolCall);\n- },\n- onToolResult: (toolCall: ToolCall, result: string) => {\n- try {\n- console.log(\n- `${agent.name} intercepted tool result:`,\n- truncateLargeValues(result)\n- );\n- if (result) {\n- const resultString =\n- typeof result === 'string'\n- ? result\n- : JSON.stringify(result, null, 2);\n-\n- // Store results so we can include them in the response if needed\n- toolResultsToInclude += resultString + '\\n';\n- console.log(\n- `${agent.name} captured tool result: ${resultString.substring(0, 100)}...`\n- );\n- }\n- } catch (err) {\n- console.error(\n- `Error processing intercepted tool result in ${agent.name}:`,\n- err\n- );\n- }\n- },\n- onEvent: (event: StreamingEvent) => {\n- // Capture tool results from tool_done events\n- if (event.type === 'tool_done') {\n- try {\n- const toolEvent = event as ToolEvent;\n- const results = toolEvent.results;\n- if (results) {\n- const resultString =\n- typeof results === 'string'\n- ? results\n- : JSON.stringify(results, null, 2);\n-\n- // Only add to results if it's not already included\n- if (\n- !toolResultsToInclude.includes(\n- resultString.substring(\n- 0,\n- Math.min(50, resultString.length)\n- )\n- )\n- ) {\n- toolResultsToInclude += resultString + '\\n';\n- console.log(\n- `${agent.name} captured tool result from stream: ${resultString.substring(0, 100)}...`\n- );\n- }\n- }\n- } catch (err) {\n- console.error(\n- `Error processing tool result in ${agent.name}:`,\n- err\n- );\n- }\n- }\n- },\n- };\n-\n- // Run the agent with the unified function\n- let response = await Runner.runStreamedWithTools(\n- agent,\n- prompt,\n- messages,\n- handlers\n- );\n-\n- // If we have a response but it doesn't seem to include tool results, append them\n- if (\n- response &&\n- toolResultsToInclude &&\n- !response.includes(\n- toolResultsToInclude.substring(\n- 0,\n- Math.min(50, toolResultsToInclude.length)\n- )\n- )\n- ) {\n- // Only append if the tool results aren't already reflected in the response\n- console.log(`${agent.name} appending tool results to response`);\n- response += '\\n\\nTool Results:\\n' + toolResultsToInclude;\n- }\n-\n- console.log(`${agent.name} final response: ${response}`);\n- return response || `No response from ${agent.name.toLowerCase()}`;\n+ return await Runner.runStreamedWithTools(agent, prompt, messages, handlers);\n } catch (error) {\n console.error(`Error in ${agent.name}: ${error}`);\n return `Error in ${agent.name}: ${error}`;\n }\n }\ndiff --git a/magi/src/utils/runner.ts b/magi/src/utils/runner.ts\nindex 5a5d22c..e16be54 100644\n--- a/magi/src/utils/runner.ts\n+++ b/magi/src/utils/runner.ts\n@@ -1,63 +1,65 @@\n /**\n * Agent framework for the MAGI system.\n *\n * This module defines the Agent class and the runner for executing LLM agents\n * with tools.\n */\n \n import type {\n StreamingEvent,\n ToolEvent,\n MessageEvent,\n ToolCall,\n ResponseInput,\n ToolCallHandler,\n RunnerConfig,\n ResponseInputItem,\n ResponseInputFunctionCall,\n ResponseInputFunctionCallOutput,\n ResponseInputMessage,\n ResponseThinkingMessage,\n StreamEventType,\n ErrorEvent,\n ResponseOutputMessage,\n+ VerifierResult,\n } from '../types/shared-types.js';\n import { Agent } from './agent.js';\n import { getModelProvider } from '../model_providers/model_provider.js';\n import {\n findModel,\n MODEL_CLASSES,\n ModelClassID,\n ModelEntry,\n } from '../model_providers/model_data.js';\n import { getModelFromClass } from '../model_providers/model_provider.js';\n import { processToolCall } from './tool_call.js';\n import { capitalize } from './llm_utils.js';\n import { getCommunicationManager, sendComms } from './communication.js';\n import { isPaused, sleep } from './communication.js';\n import { mechState, getModelScore } from './mech_state.js';\n+import { truncateLargeValues } from './file_utils.js';\n \n const EVENT_TIMEOUT_MS = 300000; // 5 min timeout for events\n \n // Define a specific error type for clarity\n class TimeoutError extends Error {\n constructor(message: string) {\n super(message);\n this.name = 'TimeoutError';\n }\n }\n \n /**\n * Wraps an async generator stream to add inactivity timeout detection.\n * If no event is received within timeoutMs, it throws a TimeoutError.\n *\n * @param originalStream The stream to wrap.\n * @param timeoutMs The inactivity timeout duration in milliseconds.\n * @param identifier A string identifier for logging purposes (e.g., agent/model name).\n * @returns An async generator that yields events from the originalStream or throws on timeout.\n */\n async function* createTimeoutProxyStream(\n originalStream: AsyncGenerator,\n timeoutMs: number,\n identifier: string // For logging context\n ): AsyncGenerator {\n@@ -431,61 +433,95 @@ export class Runner {\n '[Runner] All models tried or no fallbacks available. Run failed.'\n );\n // No more models left. The generator will implicitly finish here.\n return;\n } else {\n console.log(\n '[Runner] Attempting fallback to next model:',\n selectedModel\n );\n // The while loop will continue with the new selectedModel\n }\n }\n } // End of while(selectedModel) loop\n \n // This point should only be reached if the initial model selection failed (selectedModel was null/undefined initially)\n console.error(\n '[Runner] No suitable model found to even start the run.'\n );\n yield {\n type: 'error',\n agent: agent.export(), // Agent state before attempting models\n error: 'No suitable initial model found for the specified criteria.',\n };\n } // End of runStreamed\n \n+ /**\n+ * Run a verifier agent against `output` and return its structured result.\n+ * The verifier must return JSON or a plain string that parses into VerifierResult.\n+ */\n+ static async verifyRun(\n+ verifier: Agent,\n+ output: string,\n+ history: ResponseInput,\n+ handlers: ToolCallHandler,\n+ allowed: StreamEventType[] | null,\n+ ): Promise {\n+ const verifyPrompt = `\\nYou are the verifier for agent \"${verifier.parent_id}\".\\nReturn JSON: {\"status\":\"pass\"|\"fail\",\"reason\":\"…optional…\"}\\nUser output:\\n<<<\\n${output}\\n>>>\\n`;\n+\n+ const raw = await Runner.runStreamedWithTools(\n+ verifier,\n+ verifyPrompt,\n+ history,\n+ handlers,\n+ allowed,\n+ 0,\n+ undefined,\n+ true\n+ );\n+\n+ try {\n+ return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.parse(String(raw));\n+ } catch {\n+ const txt = raw.toString().trim().toLowerCase();\n+ return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fail', reason: raw as string };\n+ }\n+ }\n+\n /**\n * Unified function to run an agent with streaming and handle all events including tool calls\n */\n static async runStreamedWithTools(\n agent: Agent,\n input?: string,\n conversationHistory: ResponseInput = [],\n handlers: ToolCallHandler = {},\n allowedEvents: StreamEventType[] | null = null,\n toolCallCount = 0, // Track the number of tool call iterations across recursive calls\n- communicationManager?: any // Add optional communicationManager parameter\n+ communicationManager?: any, // Add optional communicationManager parameter\n+ skipVerifier = false,\n+ verificationAttempt = 0\n ): Promise {\n let fullResponse = '';\n let collectedToolCalls: ToolCall[] = [];\n const collectedToolResults: {\n id?: string;\n call_id: string;\n output: string;\n }[] = [];\n \n try {\n conversationHistory = [...conversationHistory]; // Clone so that additional messages don't affect the original\n \n const stream = this.runStreamed(agent, input, conversationHistory);\n \n // Start with initial messages - convert standard message format to responses format\n const messageItems: ResponseInput = [...conversationHistory];\n \n if (input) {\n // Add the user input message\n messageItems.push({\n type: 'message',\n role: 'user',\n content: input,\n });\n }\n@@ -881,50 +917,128 @@ export class Runner {\n }\n \n // If force_json is true and parsing failed, we might want to retry\n // But for now, just use the successfully parsed result\n if (jsonResponse) {\n // Replace the full response with pretty-printed JSON\n fullResponse = JSON.stringify(jsonResponse, null, 2);\n }\n } catch (error) {\n console.error(\n `[Runner] Error handling JSON response for agent ${agent.name}:`,\n error\n );\n \n // If force_json is true, we could retry here\n if (agent.modelSettings?.force_json) {\n console.warn(\n \"[Runner] force_json is true but couldn't get valid JSON. Consider implementing retry logic.\"\n );\n }\n }\n }\n \n agent.model = undefined; // Allow a new model to be selected for the next run\n \n+ // ── post-run verification ──────────────────────────────────────────────\n+ if (!skipVerifier && agent.verifier) {\n+ const vResult = await Runner.verifyRun(\n+ agent.verifier,\n+ fullResponse,\n+ conversationHistory,\n+ handlers,\n+ allowedEvents\n+ );\n+\n+ if (\n+ vResult.status === 'fail' &&\n+ verificationAttempt < agent.maxVerificationAttempts\n+ ) {\n+ console.warn(\n+ `[Runner] verifier failed: ${vResult.reason ?? '(no reason)'}`\n+ );\n+ const retryHistory: ResponseInput = [\n+ ...conversationHistory,\n+ { type: 'message', role: 'assistant', content: fullResponse },\n+ {\n+ type: 'message',\n+ role: 'developer',\n+ content: `Verifier feedback:\\n${vResult.reason ?? '(none)'}`,\n+ },\n+ ];\n+\n+ return await Runner.runStreamedWithTools(\n+ agent,\n+ '',\n+ retryHistory,\n+ handlers,\n+ allowedEvents,\n+ toolCallCount,\n+ communicationManager,\n+ false,\n+ verificationAttempt + 1\n+ );\n+ }\n+ }\n+\n+ // ── append tool results for visibility ─────────────────────────\n+ const seenResults = new Set();\n+ let toolResultsToInclude = '';\n+ for (const item of messageItems) {\n+ if (item.type === 'function_call_output' && item.output) {\n+ let resultStr = item.output;\n+ try {\n+ resultStr = JSON.stringify(\n+ truncateLargeValues(JSON.parse(item.output)),\n+ null,\n+ 2\n+ );\n+ } catch {\n+ if (typeof item.output === 'string') {\n+ resultStr = truncateLargeValues(item.output);\n+ }\n+ }\n+ const key = resultStr.substring(0, 50);\n+ if (!seenResults.has(key)) {\n+ toolResultsToInclude += resultStr + '\\n';\n+ seenResults.add(key);\n+ }\n+ }\n+ }\n+\n+ if (\n+ toolResultsToInclude &&\n+ !fullResponse.includes(\n+ toolResultsToInclude.substring(\n+ 0,\n+ Math.min(50, toolResultsToInclude.length)\n+ )\n+ )\n+ ) {\n+ fullResponse += `\\n\\nTool Results:\\n${toolResultsToInclude}`;\n+ }\n+\n return fullResponse;\n } catch (error) {\n // Handle other errors\n console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\n // Consider wrapping non-signal errors if needed, or just re-throw\n throw error; // Re-throw other errors\n }\n }\n \n /**\n * Runs a sequence of agents where each agent can pass data to the next agent in the chain.\n * The sequence continues until either all agents have run, a failure occurs, or the maximum\n * retry count is reached for any stage.\n *\n * @param agentSequence An object mapping stage names to agent factory functions\n * @param input The initial input to the first agent\n * @param maxRetries Maximum number of retries per stage before giving up\n * @param maxTotalRetries Maximum total retries across all stages before giving up\n * @returns The final response from the last successful agent in the chain\n */\n static async runSequential(\n agentSequence: RunnerConfig,\n input: string,\n maxRetries: number = 3,\n maxTotalRetries: number = 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old version of `runAgentTool` appended captured tool results to the return string. The refactored version removed that logic and simply delegates to `Runner.runStreamedWithTools`:\n\n```\n const messages: ResponseInput = [];\n const handlers = {\n onToolCall: agent.onToolCall,\n onToolResult: agent.onToolResult,\n };\n\n try {\n return await Runner.runStreamedWithTools(agent, prompt, messages, handlers);\n } catch (error) {\n console.error(`Error in ${agent.name}: ${error}`);\n return `Error in ${agent.name}: ${error}`;\n }\n```\n【F:magi/src/utils/agent.ts†L495-L506】\n\n`Runner.runStreamedWithTools` still returns a final string, which is consumed by other parts of the system. For example, within `runSequential`, that response becomes `stageOutput`, is added to history, and is forwarded to the controller:\n\n```\nstageOutput = await this.runStreamedWithTools(\n agent,\n undefined, // handled by input function\n stageInputMessages\n);\n// Add the output to history and lastOutput\naddOutput(currentStage, stageOutput);\n```\n【F:magi/src/utils/runner.ts†L1115-L1123】\n\nThe absence of the “Tool Results:” footer doesn’t remove information—the tool outputs are recorded as `function_call_output` messages in the conversation history. They are fed back into a follow-up model call (handled inside `runStreamedWithTools`) so the model can integrate those results before producing the final string that `runSequential` and other callers use. Thus, the response string returned from `runAgentTool` and `runStreamedWithTools` is still used as the agent’s final answer throughout the codebase.",{},"dc4d02db-88e6-4563-b1a0-47a415465cbf",{"_111":108,"_161":-5,"_445":5937},{"_453":45,"_454":5935},{"_482":57,"_483":484,"_451":452},[5936],"I'll summarize the response, mentioning sequential pipeline and referencing lines from runAgentTool.",{},"5cffa4ab-f136-413e-8916-2317ce358f58",{"_111":465,"_161":494,"_445":5944},{"_453":45,"_454":5942},{},[5943],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4827, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '500,507p' magi/src/utils/agent\", \".ts\", \"\", \" try {\", \" return await Runner.runStreamedWithTools(agent, prompt, messages, handle\", \"rs);\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7651a4\"}",{},"f5393fd3-e2a2-44ec-b538-4774db866d9f",{"_111":108,"_161":-5,"_445":5950},{"_453":473,"_228":474,"_475":-5,"_45":5949},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '500,507p' magi/src/utils/agent.ts\\n\"}",{},"9ea1f902-b7ee-4852-9249-8dd39b26d74d",{"_111":108,"_161":-5,"_445":5957},{"_453":45,"_454":5955},{"_482":57,"_483":484,"_451":452},[5956],"I'll show the last lines to indicate no more tool results are available.",{},"49415fe3-558a-41f2-a9d2-74b8c3159cb1",{"_111":465,"_161":494,"_445":5964},{"_453":45,"_454":5962},{},[5963],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4809, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '489,503p' magi/src/utils/agent\", \".ts\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" const handlers = {\", \" onToolCall: agent.onToolCall,\", \" onToolResult: agent.onToolResult,\", \" };\", \"\", \" try {\", \" return await Runner.runStreamedWithTools(agent, prompt, messages, handle\", \"rs);\", \" } catch (error) {\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0ce0fc\"}",{},"56bc9fca-b26a-4bd5-8ef1-af6cf131b019",{"_111":108,"_161":-5,"_445":5970},{"_453":473,"_228":474,"_475":-5,"_45":5969},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '489,503p' magi/src/utils/agent.ts\\n\"}",{},"2420f9ac-cfae-4a5f-9205-04315417b12b",{"_111":108,"_161":-5,"_445":5977},{"_453":45,"_454":5975},{"_482":57,"_483":484,"_451":452},[5976],"I see that the output string is updating history. I'll also review return statements.",{},"ebdc7438-9d3a-447b-b8e7-c116f7f81d05",{"_111":465,"_161":494,"_445":5984},{"_453":45,"_454":5982},{},[5983],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4770, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '1096,1126p' magi/src/utils/run\", \"ner.ts\", \" : JSON.stringify(firstItem.content);\", \" }\", \" }\", \"\", \" if (stageOutput === null) {\", \" stageOutput =\", \" 'Direct execution completed but response format was\", \"unexpected or content was empty.';\", \" console.warn(\", \" `[Runner] Unexpected response format or empty conten\", \"t from tryDirectExecution for stage ${currentStage}:`,\", \" directExecutionResult\", \" );\", \" }\", \"\", \" // Add the output to history and lastOutput\", \" addOutput(currentStage, stageOutput);\", \" } else {\", \" // Direct execution skipped or returned null, proceed with s\", \"tandard LLM call\", \" console.log(\", \" `[Runner] Stage ${currentStage} using standard LLM execu\", \"tion (runStreamedWithTools).`\", \" );\", \" stageOutput = await this.runStreamedWithTools(\", \" agent,\", \" undefined, // Input string is handled by the stage's inp\", \"ut function\", \" stageInputMessages\", \" );\", \" // Add the output to history and lastOutput\", \" addOutput(currentStage, stageOutput);\", \" }\", \"\", \" // Determine the next stage based on the output string (ensure i\", \"t's not null)\", \" const nextStage = agentSequence[currentStage].next(\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"02876f\"}",{},"7aa132f4-8466-4e94-a583-aed70e175cbd",{"_111":108,"_161":-5,"_445":5990},{"_453":473,"_228":474,"_475":-5,"_45":5989},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1096,1126p' magi/src/utils/runner.ts\\n\"}",{},"d3152177-ed6f-4b44-808f-e3915628838f",{"_111":465,"_161":494,"_445":5997},{"_453":45,"_454":5995},{},[5996],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4765, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"addOutput(currentStage\\\" -n -n\", \" magi/src/utils/runner.ts\", \"1110: addOutput(currentStage, stageOutput);\", \"1122: addOutput(currentStage, stageOutput);\", \"1162: addOutput(currentStage, `Error: ${error}`);\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ce46da\"}",{},"8a6c98ab-fa02-4551-907f-855dadff2e89",{"_111":108,"_161":-5,"_445":6003},{"_453":473,"_228":474,"_475":-5,"_45":6002},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"addOutput(currentStage\\\" -n -n magi/src/utils/runner.ts\\n\"}",{},"d5490dda-ff32-4a0b-aab1-1f3cb894aa5c",{"_111":108,"_161":-5,"_445":6010},{"_453":45,"_454":6008},{"_482":57,"_483":484,"_451":452},[6009],"I’ll collect the relevant lines on runAgentTool, runStreamedWithTools, and runSequential for clarification.",{},"3a4c11cf-b1ca-4547-a843-0bb3d362b967",{"_111":465,"_161":494,"_445":6017},{"_453":45,"_454":6015},{},[6016],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4753, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git log -1 --stat\", \"commit 0b4ce785dcad0419fe9426e2ca8ea507827ff698 (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:11:12 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7d64f1\"}",{},"4ec1bf26-9fc0-4163-94e3-1aa468f90bb1",{"_111":108,"_161":-5,"_445":6022},{"_453":473,"_228":474,"_475":-5,"_45":1314},{"_451":472},{},"74e8880d-db87-4aa0-8cc2-302fd6358da4",{"_111":108,"_161":-5,"_445":6029},{"_453":45,"_454":6027},{"_482":57,"_483":484,"_451":452},[6028],"I'll take a moment to review the commit message and double-check everything.",{},"a35919fd-a860-41d9-9bf5-5c2c70e4ba7e",{"_111":465,"_161":494,"_445":6036},{"_453":45,"_454":6034},{},[6035],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4752, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git status --short\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ee6287\"}",{},"c97b86fc-71e8-4918-97eb-53480aa5ff52",{"_111":108,"_161":-5,"_445":6041},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":472},{},"b7e97327-c3c6-48c7-8c20-b464d3a5c734",{"_111":108,"_161":-5,"_445":6048},{"_453":45,"_454":6046},{"_482":57,"_483":484,"_451":452},[6047],"The tests failed due to dependencies. I'll show the previous run results for confirmation.",{},"68198d16-a52c-4fb6-b933-ca5db4e40515",{"_111":465,"_161":494,"_445":6055},{"_453":45,"_454":6053},{},[6054],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4736, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '986,996p' magi/src/utils/runne\", \"r.ts\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"59093c\"}",{},"93ede2bf-3a26-4929-a78d-4048822d9e33",{"_111":108,"_161":-5,"_445":6061},{"_453":473,"_228":474,"_475":-5,"_45":6060},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '986,996p' magi/src/utils/runner.ts\\n\"}",{},"25281017-5e9b-4cfe-a19e-f6430a860ecd",{"_111":108,"_161":-5,"_445":6068},{"_453":45,"_454":6066},{"_482":57,"_483":484,"_451":452,"_4156":57},[6067],"I think I might've cut off too soon, let me reveal additional lines.",{},"ac42cb79-94a9-4f0e-b5b7-a8e3cbd5b086",{"_111":465,"_161":494,"_445":6075},{"_453":45,"_454":6073},{},[6074],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4719, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '972,986p' magi/src/utils/runne\", \"r.ts\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"121633\"}",{},"b9dfa7dc-21bc-474b-9d35-e07287ac72bc",{"_111":108,"_161":-5,"_445":6081},{"_453":473,"_228":474,"_475":-5,"_45":6080},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '972,986p' magi/src/utils/runner.ts\\n\"}",{},"0d1ea02a-01f1-43ac-842a-2d10b069e795",{"_111":108,"_161":-5,"_445":6088},{"_453":45,"_454":6086},{"_482":57,"_483":484,"_451":452,"_4156":57},[6087],"I'll focus on lines 972 to 986, with particular attention to line 982.",{},"2205ac8e-a42b-41b5-8b03-f9599ea91051",{"_111":465,"_161":494,"_445":6095},{"_453":45,"_454":6093},{},[6094],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4715, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"return fullResponse\\\" -n magi/\", \"src/utils/runner.ts\", \"798: return fullResponse;\", \"982: return fullResponse;\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"6757a3\"}",{},"acd6f898-6bb9-460f-8343-6a8e17a583a9",{"_111":108,"_161":-5,"_445":6101},{"_453":473,"_228":474,"_475":-5,"_45":6100},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"return fullResponse\\\" -n magi/src/utils/runner.ts\\n\"}",{},"d04437ed-5c83-4e03-ad29-90689730d601",{"_111":108,"_161":-5,"_445":6108},{"_453":45,"_454":6106},{"_482":57,"_483":484,"_451":452},[6107],"The final response from runStreamedWithTools still returns the value, even with tool results fed back in.",{},"0f19ac5a-23fb-4fcc-9b62-92141902a3fd",{"_111":465,"_161":494,"_445":6115},{"_453":45,"_454":6113},{},[6114],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4688, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '1104,1124p' magi/src/utils/run\", \"ner.ts\", \" `[Runner] Unexpected response format or empty conten\", \"t from tryDirectExecution for stage ${currentStage}:`,\", \" directExecutionResult\", \" );\", \" }\", \"\", \" // Add the output to history and lastOutput\", \" addOutput(currentStage, stageOutput);\", \" } else {\", \" // Direct execution skipped or returned null, proceed with s\", \"tandard LLM call\", \" console.log(\", \" `[Runner] Stage ${currentStage} using standard LLM execu\", \"tion (runStreamedWithTools).`\", \" );\", \" stageOutput = await this.runStreamedWithTools(\", \" agent,\", \" undefined, // Input string is handled by the stage's inp\", \"ut function\", \" stageInputMessages\", \" );\", \" // Add the output to history and lastOutput\", \" addOutput(currentStage, stageOutput);\", \" }\", \"\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1d96ae\"}",{},"6365b68f-e493-40fa-a5dc-5db808c0c472",{"_111":108,"_161":-5,"_445":6121},{"_453":473,"_228":474,"_475":-5,"_45":6120},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1104,1124p' magi/src/utils/runner.ts\\n\"}",{},"0fc7b88b-fc03-4dca-a5d5-7cf4d0001e5f",{"_111":108,"_161":-5,"_445":6128},{"_453":45,"_454":6126},{"_482":57,"_483":484,"_451":452},[6127],"I’ll take a look around line 1114 to check the context.",{},"bfbd6fd2-a00a-410d-bff7-4af7d97a04be",{"_111":465,"_161":494,"_445":6135},{"_453":45,"_454":6133},{},[6134],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4677, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"runStreamedWithTools\\\" -n magi\", \"/src/utils/runner.ts | head\", \"470: const raw = await Runner.runStreamedWithTools(\", \"492: static async runStreamedWithTools(\", \"866: const followUpResponse = await this.runStreamedWithTools(\", \"968: return await Runner.runStreamedWithTools(\", \"985: console.error(`[Runner] Error in runStreamedWithTools: ${error}`\", \");\", \"1114: `[Runner] Stage ${currentStage} using standard LLM\", \"execution (runStreamedWithTools).`\", \"1116: stageOutput = await this.runStreamedWithTools(\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2f167c\"}",{},"0bba0c6c-dad2-40a8-b0d9-c988ff06a42c",{"_111":108,"_161":-5,"_445":6141},{"_453":473,"_228":474,"_475":-5,"_45":6140},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"runStreamedWithTools\\\" -n magi/src/utils/runner.ts | head\\n\"}",{},"07b01571-441f-487f-9751-8f00a564cf18",{"_111":108,"_161":-5,"_445":6148},{"_453":45,"_454":6146},{"_482":57,"_483":484,"_451":452},[6147],"The response string is used as the final output, maintaining its function in sequential runs.",{},"d943df3d-bce9-4b7c-bcff-9df164c2c587",{"_111":465,"_161":494,"_445":6155},{"_453":45,"_454":6153},{},[6154],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4661, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:README.md | sed -n '140,\", \"150p'\", \"- **Quota Management**: Tracks usage quotas across providers to optimize cost\", \"- **Streaming Responses**: Real-time streaming of LLM outputs and tool usage\", \"- **Tool Integration**: Agents can use tools like web search, code execution, an\", \"d browser automation\", \"- **Browser Integration**: Chrome extension allows direct interaction with the w\", \"eb browser\", \"- **Cost Tracking**: Monitors and reports on API usage costs\", \"- **Verifier Agents**: Optional verifier agents can call any tools; failures tri\", \"gger automatic retries (default 2)\", \"\", \"## Command Line Utilities\", \"\", \"- **List Process Output**: `./scripts/list-output.sh`\", \"- **Clear Process Output**: `./scripts/clear-process-output.sh `\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"efca54\"}",{},"093da62e-494b-46e9-ae99-fb97a0be5f67",{"_111":108,"_161":-5,"_445":6161},{"_453":473,"_228":474,"_475":-5,"_45":6160},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:README.md | sed -n '140,150p'\\n\"}",{},"b6eac9b3-d9cf-4a46-a115-199c04988a65",{"_111":108,"_161":-5,"_445":6168},{"_453":45,"_454":6166},{"_482":57,"_483":484,"_451":452},[6167],"I'll take a look at the README patch to verify the changes.",{},"2eb39761-1e45-4871-85de-3883e24c96be",{"_111":465,"_161":494,"_445":6175},{"_453":45,"_454":6173},{},[6174],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4626, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '140,170p' common/shared-types.\", \"ts\", \" | string\", \" | ToolParameter;\", \"};\", \"\", \"export interface VerifierResult {\", \" status: 'pass' | 'fail';\", \" reason?: string;\", \"}\", \"\", \"/**\", \" * Definition of an agent with model and tool settings\", \" */\", \"export interface AgentDefinition {\", \" agent_id?: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" workers?: WorkerFunction[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" verifier?: AgentDefinition;\", \" maxVerificationAttempts?: number;\", \" jsonSchema?: object; // JSON schema definition for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for model providers that need a real shel\", \"l context\", \"\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"29bac9\"}",{},"52326163-1254-4e41-9400-ee8857d025bf",{"_111":108,"_161":-5,"_445":6181},{"_453":473,"_228":474,"_475":-5,"_45":6180},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '140,170p' common/shared-types.ts\\n\"}",{},"70e3bbbc-1279-4058-8b0d-ac73b48ab76a",{"_111":465,"_161":494,"_445":6188},{"_453":45,"_454":6186},{},[6187],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4623, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"VerifierResult\\\" -n common/sha\", \"red-types.ts\", \"144:export interface VerifierResult {\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"030cbf\"}",{},"422f80d4-64e4-49d7-b8e3-a3a79fcafa16",{"_111":108,"_161":-5,"_445":6194},{"_453":473,"_228":474,"_475":-5,"_45":6193},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"VerifierResult\\\" -n common/shared-types.ts\\n\"}",{},"78f549a4-bdf7-465e-a09e-9b16b816b875",{"_111":108,"_161":-5,"_445":6201},{"_453":45,"_454":6199},{"_482":57,"_483":484,"_451":452},[6200],"I'm looking for the definition of the \"VerifierResult\" type now.",{},"8d73ee0f-5dea-4580-a34f-55eb066d98b2",{"_111":465,"_161":494,"_445":6208},{"_453":45,"_454":6206},{},[6207],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4558, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '60,120p' common/shared-types.t\", \"s\", \" | 'completed'\", \" | 'failed'\", \" | 'terminated';\", \" tool: ProcessToolType;\", \" command: string;\", \" name: string;\", \" output?: string;\", \" error?: string;\", \" history?: ResponseInput;\", \" projectIds?: string[]; // List of git repositories to mount\", \"}\", \"\", \"export type ToolParameterType =\", \" | 'string'\", \" | 'number'\", \" | 'boolean'\", \" | 'object'\", \" | 'array'\", \" | 'null';\", \"export const validToolParameterTypes: ToolParameterType[] = [\", \" 'string',\", \" 'number',\", \" 'boolean',\", \" 'object',\", \" 'array',\", \" 'null',\", \"];\", \"\", \"/**\", \" * Tool parameter type definitions using strict schema format for OpenAI functio\", \"n calling\", \" */\", \"export interface ToolParameter {\", \" type?: ToolParameterType;\", \" description?: string | (() => string);\", \" enum?: string[] | (() => Promise);\", \" items?: ToolParameter | { type: ToolParameterType; enum?: string[] | (() =>\", \"Promise) };\", \" properties?: Record;\", \" required?: string[];\", \" optional?: boolean;\", \" minItems?: number;\", \"\", \" [key: string]: any;\", \"}\", \"\", \"export type ExecutableFunction = (...args: any[]) => Promise | string;\", \"export type WorkerFunction = (...args: any[]) => AgentInterface;\", \"\", \"/**\", \" * Definition for a tool that can be used by an agent\", \" */\", \"export interface ToolFunction {\", \" function: ExecutableFunction;\", \" definition: ToolDefinition;\", \" injectAgentId?: boolean;\", \" injectAbortSignal?: boolean;\", \"}\", \"\", \"/**\", \" * Definition for a tool that can be used by an agent\", \" */\", \"export interface ToolDefinition {\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2e2742\"}",{},"2eb68f96-6c31-42e2-8536-26a938f100ae",{"_111":108,"_161":-5,"_445":6214},{"_453":473,"_228":474,"_475":-5,"_45":6213},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '60,120p' common/shared-types.ts\\n\"}",{},"1881e961-2920-452f-8dbc-ab3f7e63533e",{"_111":108,"_161":-5,"_445":6221},{"_453":45,"_454":6219},{"_482":57,"_483":484,"_451":452,"_4156":57},[6220],"I'm confirming that the final response now includes tool results as part of messages history.",{},"1c9968cb-32f2-4f18-9ad8-84483817e38e",{"_111":465,"_161":494,"_445":6228},{"_453":45,"_454":6226},{},[6227],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4511, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '940,980p' magi/src/utils/runne\", \"r.ts\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"\", \" if (\", \" vResult.status === 'fail' &&\", \" verificationAttempt < agent.maxVerificationAttempts\", \" ) {\", \" console.warn(\", \" `[Runner] verifier failed: ${vResult.reason ?? '(no reas\", \"on)'}`\", \" );\", \" const retryHistory: ResponseInput = [\", \" ...conversationHistory,\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `Verifier feedback:\\\\n${vResult.reason ?? '(\", \"none)'}`,\", \" },\", \" ];\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9f3fdd\"}",{},"1185e088-f976-4bd5-824a-12cd59acbfaf",{"_111":108,"_161":-5,"_445":6234},{"_453":473,"_228":474,"_475":-5,"_45":6233},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '940,980p' magi/src/utils/runner.ts\\n\"}",{},"16ef5cb7-1f4d-41aa-9374-967f2c5bca46",{"_111":465,"_161":494,"_445":6241},{"_453":45,"_454":6239},{},[6240],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4504, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"verification\\\" -n magi/src/uti\", \"ls/runner.ts | head\", \"501: verificationAttempt = 0\", \"941: // ── post-run verification ────────────────────────────────────\", \"──────────\", \"953: verificationAttempt < agent.maxVerificationAttempts\", \"977: verificationAttempt + 1\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"bb4c41\"}",{},"3da895c3-6ac1-4e81-bc74-8a4f11d97a76",{"_111":108,"_161":-5,"_445":6247},{"_453":473,"_228":474,"_475":-5,"_45":6246},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"verification\\\" -n magi/src/utils/runner.ts | head\\n\"}",{},"6a5f8f37-5b8e-4a0f-ba73-69d5e0f06a3a",{"_111":108,"_161":-5,"_445":6254},{"_453":45,"_454":6252},{"_482":57,"_483":484,"_451":452,"_4156":57},[6253],"I'll search the new file for \"verification\" to review relevant changes.",{},"32cadb4c-4fd4-4c1a-9515-d2b1b0315559",{"_111":465,"_161":494,"_445":6261},{"_453":45,"_454":6259},{},[6260],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4460, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD~1:magi/src/utils/agent.t\", \"s | nl -ba | sed -n '560,640p'\", \" 560 err\", \" 561 );\", \" 562 }\", \" 563 }\", \" 564 },\", \" 565 };\", \" 566\", \" 567 // Run the agent with the unified function\", \" 568 let response = await Runner.runStreamedWithTools(\", \" 569 agent,\", \" 570 prompt,\", \" 571 messages,\", \" 572 handlers\", \" 573 );\", \" 574\", \" 575 // If we have a response but it doesn't seem to include tool res\", \"ults, append them\", \" 576 if (\", \" 577 response &&\", \" 578 toolResultsToInclude &&\", \" 579 !response.includes(\", \" 580 toolResultsToInclude.substring(\", \" 581 0,\", \" 582 Math.min(50, toolResultsToInclude.length)\", \" 583 )\", \" 584 )\", \" 585 ) {\", \" 586 // Only append if the tool results aren't already reflected\", \"in the response\", \" 587 console.log(`${agent.name} appending tool results to respons\", \"e`);\", \" 588 response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \" 589 }\", \" 590\", \" 591 console.log(`${agent.name} final response: ${response}`);\", \" 592 return response || `No response from ${agent.name.toLowerCase()}\", \"`;\", \" 593 } catch (error) {\", \" 594 console.error(`Error in ${agent.name}: ${error}`);\", \" 595 return `Error in ${agent.name}: ${error}`;\", \" 596 }\", \" 597 }\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"585391\"}",{},"d4ea0ace-99dc-431c-9fc0-0c8dbe967214",{"_111":108,"_161":-5,"_445":6267},{"_453":473,"_228":474,"_475":-5,"_45":6266},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~1:magi/src/utils/agent.ts | nl -ba | sed -n '560,640p'\\n\"}",{},"a961dda6-435f-40f6-b985-2a9476cdead7",{"_111":465,"_161":494,"_445":6274},{"_453":45,"_454":6272},{},[6273],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4342, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD~1:magi/src/utils/agent.t\", \"s | nl -ba | sed -n '456,560p'\", \" 456 * Run an agent and capture its streamed response, including any confide\", \"nce signals\", \" 457 */\", \" 458 async function runAgentTool(\", \" 459 agent: Agent,\", \" 460 prompt: string,\", \" 461 intelligence?: 'low' | 'standard' | 'high'\", \" 462 ): Promise {\", \" 463 // Ensure these values are set to undefined if not provided\", \" 464 agent.intelligence = intelligence || undefined;\", \" 465\", \" 466 const modelClass = agent.modelClass || 'standard';\", \" 467 switch (agent.intelligence) {\", \" 468 case 'low':\", \" 469 if (['standard'].includes(modelClass)) {\", \" 470 agent.modelClass = 'mini';\", \" 471 }\", \" 472 if (['code', 'reasoning'].includes(modelClass)) {\", \" 473 agent.modelClass = 'standard';\", \" 474 }\", \" 475 break;\", \" 476 case 'standard':\", \" 477 // No change needed?\", \" 478 break;\", \" 479 case 'high':\", \" 480 if (['mini'].includes(modelClass)) {\", \" 481 agent.modelClass = 'standard';\", \" 482 }\", \" 483 if (['standard'].includes(modelClass)) {\", \" 484 agent.modelClass = 'reasoning';\", \" 485 }\", \" 486 break;\", \" 487 }\", \" 488\", \" 489 const messages: ResponseInput = [];\", \" 490 let toolResultsToInclude = '';\", \" 491 const toolCalls: any[] = [];\", \" 492\", \" 493 try {\", \" 494 console.log(\", \" 495 `runAgentTool using Runner.runStreamedWithTools for ${agent.\", \"name}`,\", \" 496 prompt\", \" 497 );\", \" 498\", \" 499 // Set up handlers for the unified streaming function\", \" 500 const handlers = {\", \" 501 onToolCall: (toolCall: ToolCall) => {\", \" 502 console.log(`${agent.name} intercepted tool call:`, tool\", \"Call);\", \" 503 toolCalls.push(toolCall);\", \" 504 },\", \" 505 onToolResult: (toolCall: ToolCall, result: string) => {\", \" 506 try {\", \" 507 console.log(\", \" 508 `${agent.name} intercepted tool result:`,\", \" 509 truncateLargeValues(result)\", \" 510 );\", \" 511 if (result) {\", \" 512 const resultString =\", \" 513 typeof result === 'string'\", \" 514 ? result\", \" 515 : JSON.stringify(result, null, 2);\", \" 516\", \" 517 // Store results so we can include them in the r\", \"esponse if needed\", \" 518 toolResultsToInclude += resultString + '\\\\n';\", \" 519 console.log(\", \" 520 `${agent.name} captured tool result: ${resul\", \"tString.substring(0, 100)}...`\", \" 521 );\", \" 522 }\", \" 523 } catch (err) {\", \" 524 console.error(\", \" 525 `Error processing intercepted tool result in ${a\", \"gent.name}:`,\", \" 526 err\", \" 527 );\", \" 528 }\", \" 529 },\", \" 530 onEvent: (event: StreamingEvent) => {\", \" 531 // Capture tool results from tool_done events\", \" 532 if (event.type === 'tool_done') {\", \" 533 try {\", \" 534 const toolEvent = event as ToolEvent;\", \" 535 const results = toolEvent.results;\", \" 536 if (results) {\", \" 537 const resultString =\", \" 538 typeof results === 'string'\", \" 539 ? results\", \" 540 : JSON.stringify(results, null, 2);\", \" 541\", \" 542 // Only add to results if it's not already i\", \"ncluded\", \" 543 if (\", \" 544 !toolResultsToInclude.includes(\", \" 545 resultString.substring(\", \" 546 0,\", \" 547 Math.min(50, resultString.length\", \")\", \" 548 )\", \" 549 )\", \" 550 ) {\", \" 551 toolResultsToInclude += resultString + '\", \"\\\\n';\", \" 552 console.log(\", \" 553 `${agent.name} captured tool result\", \"from stream: ${resultString.substring(0, 100)}...`\", \" 554 );\", \" 555 }\", \" 556 }\", \" 557 } catch (err) {\", \" 558 console.error(\", \" 559 `Error processing tool result in ${agent.nam\", \"e}:`,\", \" 560 err\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c9447a\"}",{},"c3e105b3-d2d7-4c86-95d2-3e66cd186602",{"_111":108,"_161":-5,"_445":6280},{"_453":473,"_228":474,"_475":-5,"_45":6279},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~1:magi/src/utils/agent.ts | nl -ba | sed -n '456,560p'\\n\"}",{},"2f5f2a77-bac4-486c-8ae0-930e736aaa3c",{"_111":108,"_161":-5,"_445":6287},{"_453":45,"_454":6285},{"_482":57,"_483":484,"_451":452},[6286],"I'll show lines indicating the logic removed and differentiate the changes from the older commit.",{},"d688febf-6f1d-4ff5-8e62-12daceee9fbe",{"_111":465,"_161":494,"_445":6294},{"_453":45,"_454":6292},{},[6293],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4286, \"output\": [\"root@da432b12e86d:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '456,513p'\", \" 456 }\", \" 457 return agentExport;\", \" 458 }\", \" 459 }\", \" 460\", \" 461 /**\", \" 462 * Run an agent and capture its streamed response, including any confide\", \"nce signals\", \" 463 */\", \" 464 async function runAgentTool(\", \" 465 agent: Agent,\", \" 466 prompt: string,\", \" 467 intelligence?: 'low' | 'standard' | 'high'\", \" 468 ): Promise {\", \" 469 // Ensure these values are set to undefined if not provided\", \" 470 agent.intelligence = intelligence || undefined;\", \" 471\", \" 472 const modelClass = agent.modelClass || 'standard';\", \" 473 switch (agent.intelligence) {\", \" 474 case 'low':\", \" 475 if (['standard'].includes(modelClass)) {\", \" 476 agent.modelClass = 'mini';\", \" 477 }\", \" 478 if (['code', 'reasoning'].includes(modelClass)) {\", \" 479 agent.modelClass = 'standard';\", \" 480 }\", \" 481 break;\", \" 482 case 'standard':\", \" 483 // No change needed?\", \" 484 break;\", \" 485 case 'high':\", \" 486 if (['mini'].includes(modelClass)) {\", \" 487 agent.modelClass = 'standard';\", \" 488 }\", \" 489 if (['standard'].includes(modelClass)) {\", \" 490 agent.modelClass = 'reasoning';\", \" 491 }\", \" 492 break;\", \" 493 }\", \" 494\", \" 495 const messages: ResponseInput = [];\", \" 496 const handlers = {\", \" 497 onToolCall: agent.onToolCall,\", \" 498 onToolResult: agent.onToolResult,\", \" 499 };\", \" 500\", \" 501 try {\", \" 502 return await Runner.runStreamedWithTools(agent, prompt, messages\", \", handlers);\", \" 503 } catch (error) {\", \" 504 console.error(`Error in ${agent.name}: ${error}`);\", \" 505 return `Error in ${agent.name}: ${error}`;\", \" 506 }\", \" 507 }\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"867605\"}",{},"bfc98c46-fe8a-4694-ac28-8065e501f7b0",{"_111":108,"_161":-5,"_445":6300},{"_453":473,"_228":474,"_475":-5,"_45":6299},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '456,513p'\\n\"}",{},"b6539e79-f76a-4ff9-a189-644b1ba0ef4b",{"_111":108,"_161":-5,"_445":6307},{"_453":45,"_454":6305},{"_482":57,"_483":484,"_451":452},[6306],"The code uses `runAgentTool` to call `Runner.runStreamedWithTools`. Let me check the exact lines.",{},"375279c4-3793-4476-a4d6-daeed8c2d9ed",{"_111":465,"_161":494,"_445":6314},{"_453":45,"_454":6312},{},[6313],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4284, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"Tool Results\\\" -n .\", \"./magi/src/utils/history.ts:148: // Tool Results / Errors\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f64529\"}",{},"a69b9741-b2e4-4a0f-8f52-1879a1d64043",{"_111":108,"_161":-5,"_445":6320},{"_453":473,"_228":474,"_475":-5,"_45":6319},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"Tool Results\\\" -n .\\n\"}",{},"146b4e59-27fd-466e-b405-8c421b8a5586",{"_111":108,"_161":-5,"_445":6327},{"_453":45,"_454":6325},{"_482":57,"_483":484,"_451":452},[6326],"The response is still used as the final output but without the \"Tool Results\" label.\n\nI'll search for any instances of \"Tool Results\" in the code.",{},"b0efd121-d467-42a0-bbc6-0871f10a8e4d",{"_111":465,"_161":494,"_445":6334},{"_453":45,"_454":6332},{},[6333],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4210, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '735,805p' controller/src/serve\", \"r/managers/communication_manager.ts\", \" event.results &&\", \" typeof event.results === 'object'\", \" ) {\", \" // Process each result to fix output paths in result strings\", \" const results = event.results as Record;\", \" for (const resultId in results) {\", \" const result = results[resultId];\", \"\", \" // Fix paths in string results\", \" if (typeof result === 'string') {\", \" results[resultId] = this.processOutputPaths(result);\", \" }\", \"\", \" // Fix paths in object results with output property\", \" else if (\", \" typeof result === 'object' &&\", \" result !== null &&\", \" 'output' in result &&\", \" typeof result.output === 'string'\", \" ) {\", \" result.output = this.processOutputPaths(result.output);\", \" }\", \" }\", \" } else if (event.type === 'cost_update' && 'usage' in event) {\", \" this.handleModelUsage(\", \" processId,\", \" event as unknown as CostUpdateEvent\", \" );\", \" } else if (\", \" event.type === 'system_status' &&\", \" 'status' in event &&\", \" processId === this.processManager.coreProcessId\", \" ) {\", \" this.processManager.io.emit('system:status', event.status);\", \" }\", \" }\", \"\", \" /**\", \" * Process messages received from containers\", \" */\", \" public async processContainerMessage(\", \" processId: string,\", \" message: MagiMessage\", \" ): Promise {\", \" try {\", \" // First, check if this is the new format with 'event' property\", \" if (message.event) {\", \" // Process content field\", \" if (\", \" 'content' in message.event &&\", \" typeof message.event.content === 'string'\", \" ) {\", \" message.event.content = this.processOutputPaths(\", \" message.event.content\", \" );\", \" }\", \"\", \" // Process tool results for image paths\", \" await this.processContainerEvent(processId, message.event);\", \"\", \" // Also log to Docker logs for debugging purposes only\", \" if (message.event.type === 'cost_update') {\", \" return;\", \" }\", \"\", \" // Emit a dedicated event for structured messages directly to So\", \"cket.io clients\", \" this.processManager.io.emit('process:message', {\", \" id: processId,\", \" message: message,\", \" });\", \"\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9c8ddf\"}",{},"1fec301e-b587-4baf-b165-bc4d154d8e29",{"_111":108,"_161":-5,"_445":6340},{"_453":473,"_228":474,"_475":-5,"_45":6339},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '735,805p' controller/src/server/managers/communication_manager.ts\\n\"}",{},"621fe76e-b6b1-446d-9f22-4412327dd007",{"_111":465,"_161":494,"_445":6347},{"_453":45,"_454":6345},{},[6346],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4204, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"processOutputPaths\\\" -n contro\", \"ller/src/server/managers/communication_manager.ts\", \"513: private processOutputPaths = (text: string): string => {\", \"745: results[resultId] = this.processOutputPaths(result);\", \"755: result.output = this.processOutputPaths(result.output);\", \"787: message.event.content = this.processOutputPaths(\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"eb58dd\"}",{},"10ea6e94-87c2-4dbd-a02d-13a12596242e",{"_111":108,"_161":-5,"_445":6353},{"_453":473,"_228":474,"_475":-5,"_45":6352},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"processOutputPaths\\\" -n controller/src/server/managers/communication_manager.ts\\n\"}",{},"c46b9b82-0865-4985-9451-232225235c0c",{"_111":465,"_161":494,"_445":6360},{"_453":45,"_454":6358},{},[6359],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4160, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '770,810p' controller/src/serve\", \"r/managers/communication_manager.ts\", \" }\", \"\", \" /**\", \" * Process messages received from containers\", \" */\", \" public async processContainerMessage(\", \" processId: string,\", \" message: MagiMessage\", \" ): Promise {\", \" try {\", \" // First, check if this is the new format with 'event' property\", \" if (message.event) {\", \" // Process content field\", \" if (\", \" 'content' in message.event &&\", \" typeof message.event.content === 'string'\", \" ) {\", \" message.event.content = this.processOutputPaths(\", \" message.event.content\", \" );\", \" }\", \"\", \" // Process tool results for image paths\", \" await this.processContainerEvent(processId, message.event);\", \"\", \" // Also log to Docker logs for debugging purposes only\", \" if (message.event.type === 'cost_update') {\", \" return;\", \" }\", \"\", \" // Emit a dedicated event for structured messages directly to So\", \"cket.io clients\", \" this.processManager.io.emit('process:message', {\", \" id: processId,\", \" message: message,\", \" });\", \"\", \" // Also log to Docker logs for debugging purposes only\", \" if (\", \" ![\", \" 'screenshot',\", \" 'console',\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9a3116\"}",{},"ceb5e9a2-4e39-4e56-820c-5772eae33fdc",{"_111":108,"_161":-5,"_445":6366},{"_453":473,"_228":474,"_475":-5,"_45":6365},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '770,810p' controller/src/server/managers/communication_manager.ts\\n\"}",{},"e93104b8-60d2-4ad0-9d7a-df8a374fe040",{"_111":108,"_161":-5,"_445":6373},{"_453":45,"_454":6371},{"_482":57,"_483":484,"_451":452},[6372],"I'll open the file to check how \"Tool Results\" for image paths are handled.",{},"baee1756-2358-4500-91b7-18b3f8552bb2",{"_111":465,"_161":494,"_445":6380},{"_453":45,"_454":6378},{},[6379],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4143, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"tool results\\\" -n | head\", \"controller/src/server/managers/communication_manager.ts:792: // P\", \"rocess tool results for image paths\", \"controller/src/client/js/components/column_ui/ChatColumn.tsx:86: // F\", \"or tool results, only keep talk_to_* results\", \"magi/src/utils/summary_utils.ts:496: // Handle orphaned tool results (sho\", \"uldn't happen with proper pairing, but just in case)\", \"magi/src/utils/runner.ts:675: // Parse tool results for b\", \"etter logging (only if toolResult is not null)\", \"magi/src/utils/runner.ts:683: // Store tool results for s\", \"ubsequent model call\", \"magi/src/utils/runner.ts:863: // Run the agent again with the too\", \"l results\", \"magi/src/model_providers/claude.ts:160: * Handles text messages, tool use reques\", \"ts (function calls), and tool results (function outputs).\", \"magi/src/model_providers/claude.ts:983: // Handle web search\", \"tool results\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e9a96a\"}",{},"c1a9d288-3bc6-49dc-a208-a30f1c85e76a",{"_111":108,"_161":-5,"_445":6386},{"_453":473,"_228":474,"_475":-5,"_45":6385},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"tool results\\\" -n | head\\n\"}",{},"ecef9405-ccbe-44cd-87cb-b431d4fd8860",{"_111":108,"_161":-5,"_445":6393},{"_453":45,"_454":6391},{"_482":57,"_483":484,"_451":452},[6392],"Looks like the string isn't found, searching for 'responseWithResults' instead.",{},"5a1ed626-8427-4edf-80e5-bc55800cf8c7",{"_111":465,"_161":494,"_445":6400},{"_453":45,"_454":6398},{},[6399],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4142, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"Tool Results:\\\" -n\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e13ede\"}",{},"5f07c203-8dfb-4a9b-83a7-d6f005f3f311",{"_111":108,"_161":-5,"_445":6406},{"_453":473,"_228":474,"_475":-5,"_45":6405},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"Tool Results:\\\" -n\\n\"}",{},"9d0b4133-8dfa-485a-9ed9-7789fbf31250",{"_111":108,"_161":-5,"_445":6413},{"_453":45,"_454":6411},{"_482":57,"_483":484,"_451":452},[6412],"The response from the agent tool is passed through higher-level flows. I'll check for leftover 'Tool Results:' code.",{},"c52b030a-121d-4500-a919-a94242c1b6c5",{"_111":465,"_161":494,"_445":6420},{"_453":45,"_454":6418},{},[6419],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4132, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"runAgentTool\\\" -n | cat\", \"magi/src/utils/agent.ts:96: // Optional callback to preprocess parameters bef\", \"ore runAgentTool\", \"magi/src/utils/agent.ts:221: return runAgentTool(agent, promp\", \"t, intelligence);\", \"magi/src/utils/agent.ts:262: return runAgentTool(agent, prompt, i\", \"ntelligence);\", \"magi/src/utils/agent.ts:464:async function runAgentTool(\", \"magi/src/utils/browser_utils.ts:888: // Return the standard parameter object\", \"expected by runAgentTool\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"44887d\"}",{},"a720b87d-e9be-4e59-b196-2f400b159566",{"_111":108,"_161":-5,"_445":6426},{"_453":473,"_228":474,"_475":-5,"_45":6425},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"runAgentTool\\\" -n | cat\\n\"}",{},"0a6b82b0-af7d-4bd6-8da1-ae198afb129a",{"_111":108,"_161":-5,"_445":6433},{"_453":45,"_454":6431},{"_482":57,"_483":484,"_451":452},[6432],"I found 5 instances, but runAgentTool isn't widely used. Let's explore them one by one.",{},"fd3a62e1-209d-46ad-ae95-92f500fb5efd",{"_111":465,"_161":494,"_445":6440},{"_453":45,"_454":6438},{},[6439],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4130, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"runAgentTool\\\" -n | wc -l\", \"5\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"12d929\"}",{},"bfa15968-28e8-48e8-8744-2ce36a1e82e8",{"_111":108,"_161":-5,"_445":6446},{"_453":473,"_228":474,"_475":-5,"_45":6445},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"runAgentTool\\\" -n | wc -l\\n\"}",{},"065786c4-fda8-428c-8be8-da7849c4a297",{"_111":108,"_161":-5,"_445":6453},{"_453":45,"_454":6451},{"_482":57,"_483":484,"_451":452},[6452],"I'll search for \"runAgentTool\" to confirm if the appended results are used elsewhere.",{},"dffa8282-4319-494c-8b29-89f8a96f83a0",{"_111":465,"_161":494,"_445":6460},{"_453":45,"_454":6458},{},[6459],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4114, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:README.md | sed -n '140,\", \"150p'\", \"- **Quota Management**: Tracks usage quotas across providers to optimize cost\", \"- **Streaming Responses**: Real-time streaming of LLM outputs and tool usage\", \"- **Tool Integration**: Agents can use tools like web search, code execution, an\", \"d browser automation\", \"- **Browser Integration**: Chrome extension allows direct interaction with the w\", \"eb browser\", \"- **Cost Tracking**: Monitors and reports on API usage costs\", \"- **Verifier Agents**: Optional verifier agents can call any tools; failures tri\", \"gger automatic retries (default 2)\", \"\", \"## Command Line Utilities\", \"\", \"- **List Process Output**: `./scripts/list-output.sh`\", \"- **Clear Process Output**: `./scripts/clear-process-output.sh `\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"489b90\"}",{},"a2c5d06c-d727-42e7-bce8-66d9432d6094",{"_111":108,"_161":-5,"_445":6465},{"_453":473,"_228":474,"_475":-5,"_45":6160},{"_451":500},{},"0348b3bc-cdb4-4e84-a4d6-f3a7deaab572",{"_111":108,"_161":-5,"_445":6472},{"_453":45,"_454":6470},{"_482":57,"_483":484,"_451":452,"_4156":57},[6471],"I'll check the commit diff for the README to confirm the design change.",{},"66968524-6a2d-4e78-93ca-1612896398a5",{"_111":465,"_161":494,"_445":6479},{"_453":45,"_454":6477},{},[6478],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4113, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"Tool Results\\\" -n test | head\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1da9ba\"}",{},"feea69fe-50df-4a52-a48f-f57b164076f7",{"_111":108,"_161":-5,"_445":6485},{"_453":473,"_228":474,"_475":-5,"_45":6484},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"Tool Results\\\" -n test | head\\n\"}",{},"5890ebd5-8d6c-4370-bf13-9100db6eba30",{"_111":108,"_161":-5,"_445":6492},{"_453":45,"_454":6490},{"_482":57,"_483":484,"_451":452},[6491],"I’ll inspect test and tool files to confirm if the appended text is necessary.",{},"59c14dec-7abc-4c90-b322-aecb61dca928",{"_111":465,"_161":494,"_445":6499},{"_453":45,"_454":6497},{},[6498],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4112, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"Tool Results:\\\" -n | head\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b2267d\"}",{},"09420e06-03e2-4212-be92-e02c0e8caf57",{"_111":108,"_161":-5,"_445":6505},{"_453":473,"_228":474,"_475":-5,"_45":6504},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"Tool Results:\\\" -n | head\\n\"}",{},"fc5e3b4a-fc4b-4391-b9c0-4d9fc81975be",{"_111":108,"_161":-5,"_445":6512},{"_453":45,"_454":6510},{"_482":57,"_483":484,"_451":452,"_4156":57},[6511],"The final response is still used in the pipeline as the model incorporates tool results.\n\nI’ll search for \"Tool Results:\" in case watchers expect it to show up.",{},"810e031b-f86e-4c54-a160-21ea8a13f172",{"_111":465,"_161":494,"_445":6519},{"_453":45,"_454":6517},{},[6518],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4084, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '1020,1045p' magi/src/utils/run\", \"ner.ts\", \" function addOutput(stage: string, output: string) {\", \" // Record in the history\", \" history.push({\", \" type: 'message',\", \" role: 'assistant',\", \" status: 'completed',\", \" content: `${capitalize(stage)} Output:\\\\n${output}`,\", \" });\", \"\", \" // Record in the last for this stage\", \" lastOutput[stage] = output;\", \"\", \" // Send update to parent process\", \" comm.send({\", \" type: 'process_updated',\", \" output: `${capitalize(stage)} Output:\\\\n${output}`,\", \" history,\", \" });\", \" }\", \"\", \" // Process the sequence of agents\", \" while (currentStage && totalRetries < maxTotalRetries) {\", \" console.log(`[Runner] Running sequential stage: ${currentStage}`);\", \"\", \" // Initialize retry counter for this stage if not already set\", \" stageRetries[currentStage] = stageRetries[currentStage] || 0;\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"34a799\"}",{},"b971e9d4-52da-430c-8ad6-4da4278167b9",{"_111":108,"_161":-5,"_445":6525},{"_453":473,"_228":474,"_475":-5,"_45":6524},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1020,1045p' magi/src/utils/runner.ts\\n\"}",{},"4e09c9c3-b2d3-4e4f-8cda-c446125e989d",{"_111":108,"_161":-5,"_445":6532},{"_453":45,"_454":6530},{"_482":57,"_483":484,"_451":452},[6531],"I'm tracking down where process_updated is generated, but I think I checked earlier.",{},"686c72d5-f112-4f56-9067-7ff4c8cd4cf4",{"_111":465,"_161":494,"_445":6539},{"_453":45,"_454":6537},{},[6538],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4016, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '160,220p' magi/src/utils/proce\", \"ss_tracker.ts\", \" eventMessage.event.type === 'process_running' ||\", \" eventMessage.event.type === 'process_done' ||\", \" eventMessage.event.type === 'process_terminated'\", \" ) {\", \" if (eventMessage.event.agentProcess) {\", \" process = eventMessage.event.agentProcess;\", \" }\", \" }\", \"\", \" if (eventMessage.event.type === 'process_running') {\", \" process.status = 'running';\", \" process.output = '';\", \" } else if (\", \" eventMessage.event.type === 'process_updated' ||\", \" eventMessage.event.type === 'process_done'\", \" ) {\", \" process.output = eventMessage.event.output;\", \" process.history = eventMessage.event.history;\", \"\", \" if (eventMessage.event.type === 'process_done') {\", \" process.status = 'completed';\", \" await addSystemMessage(\", \" `Task with taskId ${processId} completed!\\\\nOutput:\\\\n${eventM\", \"essage.event.output}`\", \" );\", \" } else {\", \" process.status = 'running';\", \" //await addSystemMessage(`taskId ${processId} is still running.\\\\\", \"nPartial Output:\\\\n${eventMessage.event.output}`);\", \" }\", \" } else if (eventMessage.event.type === 'process_waiting') {\", \" process.status = 'waiting';\", \" if (eventMessage.event.history)\", \" process.history = eventMessage.event.history;\", \" await addSystemMessage(\", \" `Task with taskId ${processId} has completed and is waiting furt\", \"her messages.`,\", \" `Task ${processId} completed`\", \" );\", \" } else if (eventMessage.event.type === 'process_failed') {\", \" process.status = 'failed';\", \" if (eventMessage.event.error)\", \" process.output = eventMessage.event.error;\", \" if (eventMessage.event.history)\", \" process.history = eventMessage.event.history;\", \" await addSystemMessage(\", \" `Task with taskId ${processId} FAILED. ${eventMessage.event.erro\", \"r || ''}`,\", \" `Task ${processId} failed`\", \" );\", \" } else if (eventMessage.event.type === 'process_terminated') {\", \" process.status = 'terminated';\", \" if (eventMessage.event.error)\", \" process.output = eventMessage.event.error;\", \" if (eventMessage.event.history)\", \" process.history = eventMessage.event.history;\", \" await addSystemMessage(\", \" `Task with taskId ${processId} terminated. ${eventMessage.event.\", \"error || ''}`,\", \" `Task ${processId} terminated`\", \" );\", \" }\", \"\", \" this.processes.set(processId, process);\", \" }\", \"\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"04775b\"}",{},"951b0db5-53cc-46d9-a622-3d0381e7533e",{"_111":108,"_161":-5,"_445":6545},{"_453":473,"_228":474,"_475":-5,"_45":6544},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '160,220p' magi/src/utils/process_tracker.ts\\n\"}",{},"f27232c3-2f35-40b6-b368-37f5149dba1e",{"_111":108,"_161":-5,"_445":6552},{"_453":45,"_454":6550},{"_482":57,"_483":484,"_451":452},[6551],"I'll check out process_tracker, starting around line 160.",{},"b4d91f93-49f1-4710-877f-7e3dc5b4c57a",{"_111":465,"_161":494,"_445":6559},{"_453":45,"_454":6557},{},[6558],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4010, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"process_updated\\\" -n magi | he\", \"ad\", \"magi/src/utils/mech_tools.ts:143: type: 'process_updated',\", \"magi/src/utils/process_tracker.ts:173: eventMessage.event.type === 'p\", \"rocess_updated' ||\", \"magi/src/utils/runner.ts:1034: type: 'process_updated',\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b72d75\"}",{},"77fe0b6e-f035-40c3-9495-5091daaf143d",{"_111":108,"_161":-5,"_445":6565},{"_453":473,"_228":474,"_475":-5,"_45":6564},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"process_updated\\\" -n magi | head\\n\"}",{},"e060142f-dd1f-46ec-903e-8e92715e9536",{"_111":108,"_161":-5,"_445":6572},{"_453":45,"_454":6570},{"_482":57,"_483":484,"_451":452},[6571],"I’m exploring where the previous tool results went—maybe there's a useful interface to search.",{},"045d3798-2cad-4bdd-8795-c8ab86a16528",{"_111":465,"_161":494,"_445":6579},{"_453":45,"_454":6577},{},[6578],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3884, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '140,260p' magi/src/utils/mech_\", \"tools.ts\", \" if (!mechComplete) {\", \" // Let magi know our progress\", \" comm.send({\", \" type: 'process_updated',\", \" history: getHistory(),\", \" });\", \"\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'thought_delay',\", \" meta_data: {\", \" seconds: getThoughtDelay(),\", \" },\", \" });\", \"\", \" // Wait the required delay before the next thought\", \" await runThoughtDelay();\", \" }\", \" } catch (error: any) {\", \" // Handle any error that occurred during agent execution\", \" console.error(\", \" `Error running agent command: ${error?.message || String(error)}\", \"`\", \" );\", \" comm.send({ type: 'error', error });\", \" }\", \" } while (!mechComplete && loop && !comm.isClosed());\", \"\", \" // Calculate performance metrics\", \" const durationSec = Math.round(\", \" (new Date().getTime() - startTime.getTime()) / 1000\", \" );\", \" const totalCost = costTracker.getTotalCost() - costBaseline;\", \"\", \" // Build and return the appropriate result object\", \" if (mechOutcome.status === 'complete') {\", \" return {\", \" status: 'complete',\", \" mechOutcome,\", \" history: getHistory(),\", \" durationSec,\", \" totalCost,\", \" };\", \" } else if (mechOutcome.status === 'fatal_error') {\", \" return {\", \" status: 'fatal_error',\", \" mechOutcome,\", \" history: getHistory(),\", \" durationSec,\", \" totalCost,\", \" };\", \" } else {\", \" // Default case if no explicit outcome was set but mechComplete is true\", \" console.warn(\", \" 'MECH completed but no outcome status was set, assuming success'\", \" );\", \" return {\", \" status: 'complete',\", \" history: getHistory(),\", \" durationSec,\", \" totalCost,\", \" };\", \" }\", \"}\", \"\", \"// Track task start time for duration calculation\", \"const taskStartTime = new Date();\", \"\", \"/**\", \" * Tool function to mark a task as successfully completed.\", \" * This also triggers automatic handling of git repositories for the task.\", \" */\", \"export async function task_complete(result: string): Promise {\", \" console.log(`[TaskRun] Task completed successfully: ${result}`);\", \"\", \" // Calculate metrics for immediate use in the response\", \" const durationSec = Math.round(\", \" (new Date().getTime() - taskStartTime.getTime()) / 1000\", \" );\", \" const totalCost = costTracker.getTotalCost();\", \"\", \" // Add metrics to the result message\", \" const resultWithMetrics = `${result}\\\\n\\\\n=== METRICS ===\\\\nDuration : ${durat\", \"ionSec}s\\\\nTotal cost: $${totalCost.toFixed(6)}`;\", \"\", \" mechComplete = true;\", \" mechOutcome = {\", \" status: 'complete',\", \" result,\", \" event: {\", \" type: 'process_done',\", \" output: resultWithMetrics,\", \" history: getHistory(),\", \" },\", \" };\", \"\", \" return `Task ended successfully\\\\n\\\\n${resultWithMetrics}`;\", \"}\", \"\", \"/**\", \" * Tool function to mark a task as failed with a fatal error.\", \" */\", \"export function task_fatal_error(error: string): string {\", \" console.error(`[TaskRun] Task failed: ${error}`);\", \"\", \" // Calculate metrics for immediate use in the response\", \" const durationSec = Math.round(\", \" (new Date().getTime() - taskStartTime.getTime()) / 1000\", \" );\", \" const totalCost = costTracker.getTotalCost();\", \"\", \" // Add metrics to the error message\", \" const errorWithMetrics = `Error: ${error}\\\\n\\\\n=== METRICS ===\\\\nDuration : ${\", \"durationSec}s\\\\nTotal cost: $${totalCost.toFixed(6)}`;\", \"\", \" mechComplete = true;\", \" mechOutcome = {\", \" status: 'fatal_error',\", \" error,\", \" event: {\", \" type: 'process_failed',\", \" error: errorWithMetrics,\", \" history: getHistory(),\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b2f734\"}",{},"6632097a-12e4-4b28-a0d9-f8e20ded5886",{"_111":108,"_161":-5,"_445":6585},{"_453":473,"_228":474,"_475":-5,"_45":6584},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '140,260p' magi/src/utils/mech_tools.ts\\n\"}",{},"fc9c33fc-8017-4aa1-b02e-cbeae689e96e",{"_111":108,"_161":-5,"_445":6592},{"_453":45,"_454":6590},{"_482":57,"_483":484,"_451":452,"_4156":57},[6591],"I'll scroll down to uncover the next set of lines.",{},"85e699d2-7140-4f4b-abd4-ba6ec2706a10",{"_111":465,"_161":494,"_445":6599},{"_453":45,"_454":6597},{},[6598],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3839, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '100,140p' magi/src/utils/mech_\", \"tools.ts\", \" const comm = getCommunicationManager();\", \"\", \" do {\", \" try {\", \" await spawnMetaThoughtIfNeeded(agent);\", \"\", \" // Process any pending history threads at the start of each mech loo\", \"p\", \" await processPendingHistoryThreads();\", \"\", \" // Rotate the model using the MECH hierarchy-aware rotation (influen\", \"ced by model scores)\", \" agent.model = model || Runner.rotateModel(agent);\", \" delete agent.modelSettings;\", \"\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'mech_start',\", \" meta_data: {\", \" model: model,\", \" },\", \" });\", \"\", \" // Run the command with unified tool handling\", \" const response = await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" getHistory()\", \" );\", \"\", \" console.log('[MECH] ', response);\", \"\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'mech_done',\", \" meta_data: {\", \" model: model,\", \" },\", \" });\", \"\", \" if (!mechComplete) {\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"98f2f2\"}",{},"24c54044-2e0a-4b2f-b808-abf96a864648",{"_111":108,"_161":-5,"_445":6605},{"_453":473,"_228":474,"_475":-5,"_45":6604},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '100,140p' magi/src/utils/mech_tools.ts\\n\"}",{},"0a26db20-3c06-4d3d-bb6c-ecf3deef3a13",{"_111":108,"_161":-5,"_445":6612},{"_453":45,"_454":6610},{"_482":57,"_483":484,"_451":452},[6611],"I'll check out the `magi/src/utils/mech_tools.ts` file around line 120.",{},"0f265de8-d471-4267-8141-2bbd0663ec78",{"_111":465,"_161":494,"_445":6619},{"_453":45,"_454":6617},{},[6618],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3829, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"runAgentTool\\\" -n | head\", \"magi/src/utils/agent.ts:96: // Optional callback to preprocess parameters bef\", \"ore runAgentTool\", \"magi/src/utils/agent.ts:221: return runAgentTool(agent, promp\", \"t, intelligence);\", \"magi/src/utils/agent.ts:262: return runAgentTool(agent, prompt, i\", \"ntelligence);\", \"magi/src/utils/agent.ts:464:async function runAgentTool(\", \"magi/src/utils/browser_utils.ts:888: // Return the standard parameter object\", \"expected by runAgentTool\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a4e346\"}",{},"34f78c72-ca29-4944-82dd-d57019bb6f3c",{"_111":108,"_161":-5,"_445":6625},{"_453":473,"_228":474,"_475":-5,"_45":6624},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"runAgentTool\\\" -n | head\\n\"}",{},"4e4d2d8b-b327-4d94-b816-6279f92459b4",{"_111":465,"_161":494,"_445":6632},{"_453":45,"_454":6630},{},[6631],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3812, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"fullResponse\\\" -R | head\", \"magi/src/utils/runner.ts:503: let fullResponse = '';\", \"magi/src/utils/runner.ts:575: fullResponse = message.\", \"content;\", \"magi/src/utils/runner.ts:798: return fullResponse;\", \"magi/src/utils/runner.ts:877: fullResponse = followUpResponse\", \";\", \"magi/src/utils/runner.ts:887: jsonResponse = JSON.parse(f\", \"ullResponse.trim());\", \"magi/src/utils/runner.ts:895: fullResponse.match(\", \"magi/src/utils/runner.ts:897: ) || fullResponse.match\", \"(/({[\\\\s\\\\S]*})/);\", \"magi/src/utils/runner.ts:922: fullResponse = JSON.stringi\", \"fy(jsonResponse, null, 2);\", \"magi/src/utils/runner.ts:945: fullResponse,\", \"magi/src/utils/runner.ts:960: { type: 'message', role: 'a\", \"ssistant', content: fullResponse },\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7e4221\"}",{},"d5e89fed-6b37-425d-b377-3c277f770175",{"_111":108,"_161":-5,"_445":6638},{"_453":473,"_228":474,"_475":-5,"_45":6637},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"fullResponse\\\" -R | head\\n\"}",{},"81380f72-3da2-4396-a450-96dfd83e8d98",{"_111":108,"_161":-5,"_445":6645},{"_453":45,"_454":6643},{"_482":57,"_483":484,"_451":452},[6644],"I'll search for \"response\" and \"fullResponse\" to see where they're used outside the functions.",{},"6cefea07-dabc-433e-9ea5-c6ba926d55d6",{"_111":465,"_161":494,"_445":6652},{"_453":45,"_454":6650},{},[6651],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3785, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '130,150p' README.md\", \" ```\", \"4. Build & run locally:\", \" ```bash\", \" npm run dev\", \" ```\", \"\", \"## Key Features\", \"\", \"- **Multi-Provider Support**: Works with OpenAI, Claude, Google Gemini, and othe\", \"r LLM providers\", \"- **Fallback Mechanism**: Automatically falls back to alternative models when ra\", \"te limits are encountered\", \"- **Quota Management**: Tracks usage quotas across providers to optimize cost\", \"- **Streaming Responses**: Real-time streaming of LLM outputs and tool usage\", \"- **Tool Integration**: Agents can use tools like web search, code execution, an\", \"d browser automation\", \"- **Browser Integration**: Chrome extension allows direct interaction with the w\", \"eb browser\", \"- **Cost Tracking**: Monitors and reports on API usage costs\", \"- **Verifier Agents**: Optional verifier agents can call any tools; failures tri\", \"gger automatic retries (default 2)\", \"\", \"## Command Line Utilities\", \"\", \"- **List Process Output**: `./scripts/list-output.sh`\", \"- **Clear Process Output**: `./scripts/clear-process-output.sh `\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9cc704\"}",{},"02b63e52-62a1-4ab5-af9d-b3631c3d72dc",{"_111":108,"_161":-5,"_445":6658},{"_453":473,"_228":474,"_475":-5,"_45":6657},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '130,150p' README.md\\n\"}",{},"3f9e0855-08e8-4915-a9a7-066952c691dc",{"_111":465,"_161":494,"_445":6665},{"_453":45,"_454":6663},{},[6664],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3782, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"Verifier Agents\\\" -n README.md\", \"145:- **Verifier Agents**: Optional verifier agents can call any tools; failures\", \" trigger automatic retries (default 2)\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c83a80\"}",{},"71f5f2cf-11c7-4101-be92-b1c1aeda0ff6",{"_111":108,"_161":-5,"_445":6670},{"_453":473,"_228":474,"_475":-5,"_45":1017},{"_451":472},{},"3dae27be-2a5d-4f49-9fb4-3404699a36ba",{"_111":108,"_161":-5,"_445":6677},{"_453":45,"_454":6675},{"_482":57,"_483":484,"_451":452},[6676],"I see a reference to \"runAgentTool\" around line 888, so I'll check the README.",{},"eadab7ba-7788-49e4-8f07-1b0b298d718b",{"_111":465,"_161":494,"_445":6684},{"_453":45,"_454":6682},{},[6683],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3737, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '870,910p' magi/src/utils/brows\", \"er_utils.ts\", \" prompts.push(\", \" `Your browser tab is ready and has been navigated to: ${params.url}`\", \" );\", \" } else {\", \" prompts.push(\\\"Your browser tab is ready (currently on 'about:blank').\\\");\", \" }\", \" prompts.push('You are now ready to begin the assigned task.');\", \"\", \" if (params.task) {\", \" prompts.push(`\\\\n**Your Task:**\\\\n${params.task}`);\", \" }\", \" if (params.context) {\", \" prompts.push(`\\\\n**Background Context:**\\\\n${params.context}`);\", \" }\", \" if (params.goal) {\", \" prompts.push(`\\\\n**Final Goal:**\\\\n${params.goal}`);\", \" }\", \"\", \" // Return the standard parameter object expected by runAgentTool\", \" return {\", \" prompt: prompts.join('\\\\n'), // Use single newline for better readability\", \" in chat\", \" intelligence: params.intelligence,\", \" };\", \"}\", \"\", \"/**\", \" * Determines the appropriate tab ID for a given agent, prioritizing the parent\", \" * if it's a browser-type agent to maintain a single tab per browser agent hiera\", \"rchy.\", \" *\", \" * @param agent - The agent interface.\", \" * @returns The tab ID string to use for the browser session.\", \" */\", \"function getAgentTabId(agent: AgentInterface): string {\", \" // Use the agent ID as the default tab ID\", \" return agent.agent_id;\", \"}\", \"\", \"/**\", \" * Initializes the browser session for a given agent, ensuring the corresponding\", \" * Chrome tab is ready and CDP connection is established.\", \" *\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0d7557\"}",{},"925ad863-7700-460c-8259-b6f7fa022c38",{"_111":108,"_161":-5,"_445":6690},{"_453":473,"_228":474,"_475":-5,"_45":6689},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '870,910p' magi/src/utils/browser_utils.ts\\n\"}",{},"7bd38257-2f56-4a23-ab97-44fa44fbe4de",{"_111":108,"_161":-5,"_445":6697},{"_453":45,"_454":6695},{"_482":57,"_483":484,"_451":452,"_4156":57},[6696],"I’ll confirm runAgentTool is used just for asTool() by checking browser_utils.ts near line 888.",{},"2d419b21-7a14-48ce-b745-359e43cc765a",{"_111":465,"_161":494,"_445":6704},{"_453":45,"_454":6702},{},[6703],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3708, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '1,80p' magi/src/magi_agents/co\", \"mmon_agents/verifier_agent.ts\", \"/**\", \" * Verifier agent for checking research citations.\", \" */\", \"\", \"import { Agent } from '../../utils/agent.js';\", \"import { getCommonTools } from '../../utils/index.js';\", \"import { getSearchTools } from '../../utils/search_utils.js';\", \"import { MAGI_CONTEXT, COMMON_WARNINGS } from '../constants.js';\", \"\", \"/**\", \" * Create the verifier agent used in research workflows.\", \" */\", \"export function createVerifierAgent(): Agent {\", \" return new Agent({\", \" name: 'VerifierAgent',\", \" description: 'Validates research citations against gathered evidence.',\", \" instructions: `${MAGI_CONTEXT}\", \"---\", \"You are **VerifierAgent**.\", \"Your job is to ensure that every claim in RESEARCH_REPORT.md is backed by eviden\", \"ce in research_notes.json.\", \"Cross-check citations, flag mismatches, and suggest corrections.\", \"${COMMON_WARNINGS}`,\", \" tools: [...getSearchTools(), ...getCommonTools()],\", \" modelClass: 'reasoning_mini',\", \" });\", \"}\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"d7b72c\"}",{},"2bb8a4b6-764e-4e1d-a70d-d71c387355eb",{"_111":108,"_161":-5,"_445":6710},{"_453":473,"_228":474,"_475":-5,"_45":6709},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1,80p' magi/src/magi_agents/common_agents/verifier_agent.ts\\n\"}",{},"199b78ab-c9d1-4615-9f68-f34eae9278c9",{"_111":465,"_161":494,"_445":6717},{"_453":45,"_454":6715},{},[6716],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3700, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"createVerifierAgent\\\" -n . | h\", \"ead\", \"./magi/src/magi_agents/research_agents/operator_agent.ts:5:import { createVerifi\", \"erAgent } from '../common_agents/verifier_agent.js';\", \"./magi/src/magi_agents/research_agents/operator_agent.ts:53: workers: [cr\", \"eateSearchAgent, createReasoningAgent, createVerifierAgent],\", \"./magi/src/magi_agents/common_agents/verifier_agent.ts:13:export function create\", \"VerifierAgent(): Agent {\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"92ad20\"}",{},"868817ae-3529-4ed8-9860-eb6a6c860bef",{"_111":108,"_161":-5,"_445":6723},{"_453":473,"_228":474,"_475":-5,"_45":6722},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"createVerifierAgent\\\" -n . | head\\n\"}",{},"07fa8151-19c0-4cda-a8e0-5ee743fc737b",{"_111":108,"_161":-5,"_445":6730},{"_453":45,"_454":6728},{"_482":57,"_483":484,"_451":452},[6729],"I'll try running `grep -R createVerifierAgent -n` again to check results.",{},"ce864749-55c2-40e6-9e25-11cf20f132bf",{"_111":465,"_161":494,"_445":6737},{"_453":45,"_454":6735},{},[6736],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3699, \"output\": [\"^C\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"fe26c0\"}",{},"1206d717-19f7-4101-9201-3bb1e68d0f9a",{"_111":108,"_161":-5,"_445":6742},{"_453":473,"_228":474,"_475":-5,"_45":5524},{"_451":500},{},"2dc4cb60-8071-4453-867b-5100a7cd9452",{"_111":465,"_161":494,"_445":6749},{"_453":45,"_454":6747},{},[6748],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3699, \"output\": [], \"num_elided_lines\": 0, \"chunk_id\": \"b55c5d\"}",{},"12c02d01-4e85-4f1c-9db3-6869d442361e",{"_111":108,"_161":-5,"_445":6755},{"_453":473,"_228":474,"_475":-5,"_45":6754},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"\"}",{},"4a0fd80d-def5-4432-950a-2b56a7949119",{"_111":465,"_161":494,"_445":6762},{"_453":45,"_454":6760},{},[6761],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3697, \"output\": [\"grep -R \\\"createVerifierAgent\\\" -n\", \"1:grep -R \\\"createVerifierAgent\\\" -n\", \"\"], \"num_elided_lines\": 0, \"chunk_id\": \"f76e42\"}",{},"cb6e103f-ba9d-4293-adad-6809df203b1b",{"_111":108,"_161":-5,"_445":6768},{"_453":473,"_228":474,"_475":-5,"_45":6767},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"createVerifierAgent\\\" -n\\n\"}",{},"2ba79384-5f59-433d-99c6-0fdc94b624d6",{"_111":465,"_161":494,"_445":6775},{"_453":45,"_454":6773},{},[6774],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3696, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"createVerifierAgent\\\" -n\", \"\"], \"num_elided_lines\": 0, \"chunk_id\": \"62d9cf\"}",{},"fb7241cc-2022-4aa7-a0cf-33a402b1b7dd",{"_111":108,"_161":-5,"_445":6781},{"_453":473,"_228":474,"_475":-5,"_45":6780},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"createVerifierAgent\\\" -n\\n\"}",{},"42054053-12e8-4d34-87b4-eace6181defb",{"_111":465,"_161":494,"_445":6788},{"_453":45,"_454":6786},{},[6787],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3617, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '1,160p' magi/src/magi_agents/r\", \"esearch_agents/operator_agent.ts\", \"import { Agent } from '../../utils/agent.js';\", \"import { getCommonTools } from '../../utils/index.js';\", \"import { createReasoningAgent } from '../common_agents/reasoning_agent.js';\", \"import { createSearchAgent } from '../common_agents/search_agent.js';\", \"import { createVerifierAgent } from '../common_agents/verifier_agent.js';\", \"import { createOperatorAgent, startTime } from '../operator_agent.js';\", \"import { MAGI_CONTEXT } from '../constants.js';\", \"import { getSearchTools } from '../../utils/search_utils.js';\", \"import { get_output_dir } from '../../utils/file_utils.js';\", \"import { ResponseInput } from '../../types/shared-types.js';\", \"import { runningToolTracker } from '../../utils/running_tool_tracker.js';\", \"import { dateFormat, readableTime } from '../../utils/date_tools.js';\", \"import { getThoughtDelay } from '../../utils/thought_utils.js';\", \"\", \"/**\", \" * ResearchOperatorAgent v2 – Incorporating multi-engine parallel search, explic\", \"it planning, and a verify-after-write pass.\", \" */\", \"\", \"export async function createResearchOperatorAgent(): Promise {\", \" const outputDir = get_output_dir('research');\", \" const depth = process.env.RESEARCH_DEPTH ?? 'standard';\", \"\", \" /* --------------------------- Agent Instructions --------------------------\", \"- */\", \" const instructions = `${MAGI_CONTEXT}\", \"\", \"---\", \"You are **ResearchOperatorAgent** (v2).\", \"\", \"**Mission:** Deliver a *fully cited*, high-quality research report while followi\", \"ng a rigorous, auditable workflow.\", \"\", \"## Workflow Overview\", \"0. **Clarify Scope** – Detect ambiguities; if any, ask the user concise follow-u\", \"p questions *once* before continuing.\", \"1. **Plan & Decompose**\", \" • Break the prompt into granular sub-questions.\", \" • For each sub-question, choose preferred search engines (multi-engine strate\", \"gy) and priority level.\", \" • Persist this plan to \\\\`research_plan.json\\\\`.\", \"2. **Search & Gather**\", \" • Spawn SearchAgents in parallel using the planned engines.\", \" • Merge findings into \\\\`research_notes.json#evidence\\\\`.\", \"3. **Synthesize**\", \" • Use a ReasoningAgent to compose \\\\`RESEARCH_REPORT.md\\\\` with citations.\", \"4. **Verify**\", \" • Run a VerifierAgent to check citations against the evidence.\", \" • Fix issues or trigger additional searches until verification passes.\", \"\", \"Depth mode: ${depth}. Save all output files in ${outputDir}.`;\", \"\", \" return createOperatorAgent({\", \" name: 'ResearchOperatorAgent',\", \" description: 'Coordinates multi-engine research and produces verified re\", \"ports.',\", \" instructions,\", \" tools: [...getSearchTools(), ...getCommonTools()],\", \" workers: [createSearchAgent, createReasoningAgent, createVerifierAgent],\", \" onRequest: async (\", \" agent: Agent,\", \" messages: ResponseInput,\", \" ): Promise<[Agent, ResponseInput]> => {\", \" messages.push({\", \" type: 'message',\", \" role: 'developer',\", \" content: `=== Operator Status ===\\\\n\\\\nCurrent Time: ${dateFormat(\", \")}\\\\nYour Running Time: ${readableTime(\", \" new Date().getTime() - startTime.getTime()\", \" )}\\\\nYour Thought Delay: ${getThoughtDelay()} seconds\\\\n\\\\nActive T\", \"ools:\\\\n${runningToolTracker.listActive()}\\\\nOutput Directory: ${outputDir}\\\\nDepth\", \" Mode: ${depth}`,\", \" });\", \" return [agent, messages];\", \" },\", \" });\", \"}\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"29bb7a\"}",{},"7f32b29e-9b97-492c-a322-f9f85f20fcd5",{"_111":108,"_161":-5,"_445":6794},{"_453":473,"_228":474,"_475":-5,"_45":6793},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1,160p' magi/src/magi_agents/research_agents/operator_agent.ts\\n\"}",{},"486158bf-46b6-4c3f-aca9-c878697ee200",{"_111":108,"_161":-5,"_445":6801},{"_453":45,"_454":6799},{"_482":57,"_483":484,"_451":452},[6800],"Let me check out the createVerifierAgent file to see what it’s about.",{},"3c5e4e4d-0761-4400-afe8-534dea39cad7",{"_111":465,"_161":494,"_445":6808},{"_453":45,"_454":6806},{},[6807],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3601, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"Verifier\\\" -n | head\", \"README.md:145:- **Verifier Agents**: Optional verifier agents can call any tools\", \"; failures trigger automatic retries (default 2)\", \"magi/src/utils/custom_tool_utils.ts:1030: name: 'VerifierAgent',\", \"magi/src/utils/runner.ts:24: VerifierResult,\", \"magi/src/utils/runner.ts:459: * The verifier must return JSON or a plain str\", \"ing that parses into VerifierResult.\", \"magi/src/utils/runner.ts:467: ): Promise {\", \"magi/src/utils/runner.ts:500: skipVerifier = false,\", \"magi/src/utils/runner.ts:942: if (!skipVerifier && agent.verifier) {\", \"magi/src/utils/runner.ts:964: content: `Verifier feed\", \"back:\\\\n${vResult.reason ?? '(none)'}`,\", \"magi/src/magi_agents/research_agents/operator_agent.ts:5:import { createVerifier\", \"Agent } from '../common_agents/verifier_agent.js';\", \"magi/src/magi_agents/research_agents/operator_agent.ts:43: • Run a VerifierAge\", \"nt to check citations against the evidence.\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"432ddc\"}",{},"7f9109c0-7e83-40ca-bf35-096174c126db",{"_111":108,"_161":-5,"_445":6814},{"_453":473,"_228":474,"_475":-5,"_45":6813},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"Verifier\\\" -n | head\\n\"}",{},"378714bf-2999-4325-b095-9b404b2d06f4",{"_111":108,"_161":-5,"_445":6821},{"_453":45,"_454":6819},{"_482":57,"_483":484,"_451":452},[6820],"I'll check for references to \"Tool Results\" in `magi/src/utils/runner.ts`.",{},"b7cb1cbf-a0f4-4b76-b42a-e0436dc8d04f",{"_111":465,"_161":494,"_445":6828},{"_453":45,"_454":6826},{},[6827],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3537, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '140,200p' magi/src/utils/histo\", \"ry.ts\", \" // Tool Calls (TalkToUser vs Standard)\", \" if ('type' in message && message.type === 'function_call') {\", \" if ('name' in message && message.name === talkToUserToolName) {\", \" return 'TalkToUserToolCall';\", \" }\", \" return 'ToolCall';\", \" }\", \"\", \" // Tool Results / Errors\", \" if ('type' in message && message.type === 'function_call_output') {\", \" // Check if the output content indicates an error\", \" if (\", \" 'output' in message &&\", \" typeof message.output === 'string' &&\", \" (message.output.toLowerCase().includes('\\\"error\\\":') ||\", \" message.output.toLowerCase().includes('error:'))\", \" ) {\", \" return 'ToolError';\", \" }\", \" return 'ToolResult';\", \" }\", \"\", \" // Fallback for unknown types\", \" console.warn(\", \" '[History] Unknown message type encountered during categorization:',\", \" message\", \" );\", \" return 'Unknown';\", \"}\", \"\", \"// Helper function to find related tool result for a tool call\", \"function findRelatedToolResultIndex(\", \" messages: ResponseInput,\", \" callId: string,\", \" startIndex: number,\", \" maxLookAhead: number = 10 // Look ahead a reasonable number of messages\", \"): number {\", \" for (\", \" let i = startIndex + 1;\", \" i < Math.min(messages.length, startIndex + maxLookAhead);\", \" i++\", \" ) {\", \" const potentialMatch = messages[i];\", \" if (\", \" 'type' in potentialMatch &&\", \" potentialMatch.type === 'function_call_output' &&\", \" 'call_id' in potentialMatch &&\", \" potentialMatch.call_id === callId\", \" ) {\", \" return i;\", \" }\", \" }\", \" return -1; // Not found\", \"}\", \"\", \"async function compactHistory(): Promise {\", \" const currentMessages = history.messages; // Reference to the current histor\", \"y\", \" const approxTokens = JSON.stringify(currentMessages).length / 4;\", \"\", \" if (approxTokens <= COMPACT_TOKENS_AT) {\", \" return; // No need to compact\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0df66f\"}",{},"88bc6641-bf06-48aa-92dc-2584ce2a9e7b",{"_111":108,"_161":-5,"_445":6834},{"_453":473,"_228":474,"_475":-5,"_45":6833},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '140,200p' magi/src/utils/history.ts\\n\"}",{},"8ac672ac-efb7-4fdb-b5b5-e39e3a2e0453",{"_111":465,"_161":494,"_445":6841},{"_453":45,"_454":6839},{},[6840],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3535, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"Tool Results\\\" -n\", \"magi/src/utils/history.ts:148: // Tool Results / Errors\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"bc9e92\"}",{},"8980aa63-badf-4e12-94d9-59ebbbfb5782",{"_111":108,"_161":-5,"_445":6847},{"_453":473,"_228":474,"_475":-5,"_45":6846},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"Tool Results\\\" -n\\n\"}",{},"8a447fa3-4c37-43e5-995d-4e4305ff2a1f",{"_111":108,"_161":-5,"_445":6854},{"_453":45,"_454":6852},{"_482":57,"_483":484,"_451":452},[6853],"It seems the tool results might not be appended now. I'll check how the response is used.",{},"0f6ccd8d-c6ef-4cdc-a478-6c41635bda58",{"_111":465,"_161":494,"_445":6861},{"_453":45,"_454":6859},{},[6860],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3533, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"Tool Results\\\" -n `git show HE\", \"AD~1 --pretty=format: --name-only | grep -F magi/src/utils/runner.ts`\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a85116\"}",{},"92c90f18-3ad3-4a60-9309-9bcdd0cf3880",{"_111":108,"_161":-5,"_445":6867},{"_453":473,"_228":474,"_475":-5,"_45":6866},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"Tool Results\\\" -n `git show HEAD~1 --pretty=format: --name-only | grep -F magi/src/utils/runner.ts`\\n\"}",{},"b392654b-442d-4d34-b385-f8db4f205d8a",{"_111":108,"_161":-5,"_445":6874},{"_453":45,"_454":6872},{"_482":57,"_483":484,"_451":452},[6873],"I'll review HEAD1 of the runAgentTool to see if there's any reference.",{},"f45e8e70-d984-4dc2-8561-fd75f199b1d8",{"_111":465,"_161":494,"_445":6881},{"_453":45,"_454":6879},{},[6880],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3531, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"Tool Results\\\" -n magi/src/uti\", \"ls/runner.ts\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4c6f01\"}",{},"87e26973-f7ed-4eb1-b67c-76c4e12b19d8",{"_111":108,"_161":-5,"_445":6886},{"_453":473,"_228":474,"_475":-5,"_45":5209},{"_451":472},{},"d7d1b8c5-876b-463a-ada9-114de0889866",{"_111":465,"_161":494,"_445":6893},{"_453":45,"_454":6891},{},[6892],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3477, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD~1:magi/src/utils/runner.\", \"ts | sed -n '930,980p'\", \" maxTotalRetries: number = 10\", \" ): Promise {\", \" const history: ResponseInput = [\", \" { type: 'message', role: 'user', content: input },\", \" ];\", \" const lastOutput: Record = {};\", \" let agent_id: string = '';\", \"\", \" let currentStage = Object.keys(agentSequence)[0]; // Start with the firs\", \"t stage\", \" let totalRetries = 0;\", \" const stageRetries: Record = {};\", \"\", \" const comm = getCommunicationManager();\", \"\", \" function addOutput(stage: string, output: string) {\", \" // Record in the history\", \" history.push({\", \" type: 'message',\", \" role: 'assistant',\", \" status: 'completed',\", \" content: `${capitalize(stage)} Output:\\\\n${output}`,\", \" });\", \"\", \" // Record in the last for this stage\", \" lastOutput[stage] = output;\", \"\", \" // Send update to parent process\", \" comm.send({\", \" type: 'process_updated',\", \" output: `${capitalize(stage)} Output:\\\\n${output}`,\", \" history,\", \" });\", \" }\", \"\", \" // Process the sequence of agents\", \" while (currentStage && totalRetries < maxTotalRetries) {\", \" console.log(`[Runner] Running sequential stage: ${currentStage}`);\", \"\", \" // Initialize retry counter for this stage if not already set\", \" stageRetries[currentStage] = stageRetries[currentStage] || 0;\", \"\", \" try {\", \" const agent = agentSequence[currentStage].agent();\", \" if (!agent_id) {\", \" // Save agent_id for future runs\", \" agent_id = agent.agent_id;\", \" } else {\", \" // If we have an agent_id, make sure we use the same one\", \" agent.agent_id = agent_id;\", \" }\", \"\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"bd0ec8\"}",{},"e40cebc2-6904-420c-8f46-70f474fcd750",{"_111":108,"_161":-5,"_445":6899},{"_453":473,"_228":474,"_475":-5,"_45":6898},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~1:magi/src/utils/runner.ts | sed -n '930,980p'\\n\"}",{},"9817aefa-62b5-4a05-a472-e06f2c87eb3f",{"_111":108,"_161":-5,"_445":6906},{"_453":45,"_454":6904},{"_482":57,"_483":484,"_451":452},[6905],"I'll check the previous version of `Runner.runStreamedWithTools` to confirm details.",{},"b19c98b8-d645-4812-abe5-99621b94ecbc",{"_111":465,"_161":494,"_445":6913},{"_453":45,"_454":6911},{},[6912],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3392, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD~1:magi/src/utils/agent.t\", \"s | sed -n '520,700p'\", \" `${agent.name} captured tool result: ${resultString.\", \"substring(0, 100)}...`\", \" );\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing intercepted tool result in ${agent.nam\", \"e}:`,\", \" err\", \" );\", \" }\", \" },\", \" onEvent: (event: StreamingEvent) => {\", \" // Capture tool results from tool_done events\", \" if (event.type === 'tool_done') {\", \" try {\", \" const toolEvent = event as ToolEvent;\", \" const results = toolEvent.results;\", \" if (results) {\", \" const resultString =\", \" typeof results === 'string'\", \" ? results\", \" : JSON.stringify(results, null, 2);\", \"\", \" // Only add to results if it's not already included\", \" if (\", \" !toolResultsToInclude.includes(\", \" resultString.substring(\", \" 0,\", \" Math.min(50, resultString.length)\", \" )\", \" )\", \" ) {\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result from str\", \"eam: ${resultString.substring(0, 100)}...`\", \" );\", \" }\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing tool result in ${agent.name}:`,\", \" err\", \" );\", \" }\", \" }\", \" },\", \" };\", \"\", \" // Run the agent with the unified function\", \" let response = await Runner.runStreamedWithTools(\", \" agent,\", \" prompt,\", \" messages,\", \" handlers\", \" );\", \"\", \" // If we have a response but it doesn't seem to include tool results, ap\", \"pend them\", \" if (\", \" response &&\", \" toolResultsToInclude &&\", \" !response.includes(\", \" toolResultsToInclude.substring(\", \" 0,\", \" Math.min(50, toolResultsToInclude.length)\", \" )\", \" )\", \" ) {\", \" // Only append if the tool results aren't already reflected in the r\", \"esponse\", \" console.log(`${agent.name} appending tool results to response`);\", \" response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \" }\", \"\", \" console.log(`${agent.name} final response: ${response}`);\", \" return response || `No response from ${agent.name.toLowerCase()}`;\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"07355b\"}",{},"cd0df41a-b34d-46e3-bd99-82f4ef5859fb",{"_111":108,"_161":-5,"_445":6919},{"_453":473,"_228":474,"_475":-5,"_45":6918},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~1:magi/src/utils/agent.ts | sed -n '520,700p'\\n\"}",{},"a9d58346-c8e2-4503-9c74-05629302c704",{"_111":108,"_161":-5,"_445":6926},{"_453":45,"_454":6924},{"_482":57,"_483":484,"_451":452},[6925],"I'm pushing ahead to get more details from the next part.",{},"84afdafc-55f5-40a1-939d-45e88b60c4da",{"_111":465,"_161":494,"_445":6933},{"_453":45,"_454":6931},{},[6932],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3306, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD~1:magi/src/utils/agent.t\", \"s | sed -n '440,520p'\", \" }\", \" if (this.modelClass) {\", \" agentExport.modelClass = this.modelClass;\", \" }\", \" if (this.parent_id) {\", \" // Make sure parent is an Agent with an export method\", \" agentExport.parent_id = this.parent_id;\", \" }\", \" if (this.cwd) {\", \" agentExport.cwd = this.cwd;\", \" }\", \" return agentExport;\", \" }\", \"}\", \"\", \"/**\", \" * Run an agent and capture its streamed response, including any confidence sign\", \"als\", \" */\", \"async function runAgentTool(\", \" agent: Agent,\", \" prompt: string,\", \" intelligence?: 'low' | 'standard' | 'high'\", \"): Promise {\", \" // Ensure these values are set to undefined if not provided\", \" agent.intelligence = intelligence || undefined;\", \"\", \" const modelClass = agent.modelClass || 'standard';\", \" switch (agent.intelligence) {\", \" case 'low':\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'mini';\", \" }\", \" if (['code', 'reasoning'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" break;\", \" case 'standard':\", \" // No change needed?\", \" break;\", \" case 'high':\", \" if (['mini'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" let toolResultsToInclude = '';\", \" const toolCalls: any[] = [];\", \"\", \" try {\", \" console.log(\", \" `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \" prompt\", \" );\", \"\", \" // Set up handlers for the unified streaming function\", \" const handlers = {\", \" onToolCall: (toolCall: ToolCall) => {\", \" console.log(`${agent.name} intercepted tool call:`, toolCall);\", \" toolCalls.push(toolCall);\", \" },\", \" onToolResult: (toolCall: ToolCall, result: string) => {\", \" try {\", \" console.log(\", \" `${agent.name} intercepted tool result:`,\", \" truncateLargeValues(result)\", \" );\", \" if (result) {\", \" const resultString =\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result, null, 2);\", \"\", \" // Store results so we can include them in the response\", \"if needed\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result: ${resultString.\", \"substring(0, 100)}...`\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"df0274\"}",{},"590029f9-9bbf-43af-b032-6ffa3f2f9823",{"_111":108,"_161":-5,"_445":6939},{"_453":473,"_228":474,"_475":-5,"_45":6938},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~1:magi/src/utils/agent.ts | sed -n '440,520p'\\n\"}",{},"53c22946-6a5a-4f42-af0a-2fead6d454f8",{"_111":108,"_161":-5,"_445":6946},{"_453":45,"_454":6944},{"_482":57,"_483":484,"_451":452},[6945],"It looks like the tool results aren't being appended now. I'll check the prev commit.",{},"69cee12d-0c7f-454e-b1a7-158eeae90879",{"_111":465,"_161":494,"_445":6953},{"_453":45,"_454":6951},{},[6952],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3097, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '200,400p' magi/src/magi.ts\", \" `Error running agent command: ${error?.message || String(error)}\", \"`\", \" );\", \" comm.send({ type: 'error', error });\", \" }\", \" } while (loop && !comm.isClosed());\", \"}\", \"\", \"/**\", \" * Check environment variables for model provider API keys\", \" */\", \"function checkModelProviderApiKeys(): boolean {\", \" let hasValidKey = false;\", \"\", \" // Check OpenAI API key\", \" if (process.env.OPENAI_API_KEY) {\", \" hasValidKey = true;\", \" } else {\", \" console.warn('⚠ OPENAI_API_KEY environment variable not set');\", \" }\", \"\", \" // Check Anthropic (Claude) API key\", \" if (process.env.ANTHROPIC_API_KEY) {\", \" hasValidKey = true;\", \" }\", \"\", \" // Check Google API key for Gemini\", \" if (process.env.GOOGLE_API_KEY) {\", \" hasValidKey = true;\", \" }\", \"\", \" // Check X.AI API key for Grok\", \" if (process.env.XAI_API_KEY) {\", \" hasValidKey = true;\", \" }\", \"\", \" return hasValidKey;\", \"}\", \"\", \"// Function to send cost data to the controller\", \"\", \"// Add exit handlers to print cost summary and send cost data\", \"process.on('exit', code => endProcess(-1, `Process exited with code ${code}`));\", \"process.on('SIGINT', signal =>\", \" endProcess(0, `Received SIGINT ${signal}, terminating...`)\", \");\", \"process.on('SIGTERM', signal =>\", \" endProcess(0, `Received SIGTERM ${signal}, terminating...`)\", \");\", \"process.on('unhandledRejection', reason =>\", \" endProcess(-1, `Unhandled Rejection reason ${reason}`)\", \");\", \"process.on('uncaughtException', (err, origin) =>\", \" endProcess(-1, `Unhandled Exception ${err} Origin: ${origin}`)\", \");\", \"process.on('uncaughtExceptionMonitor', (err, origin) =>\", \" endProcess(-1, `Unhandled Exception Monitor ${err} Origin: ${origin}`)\", \");\", \"\", \"process.on('warning', warning => {\", \" console.warn(warning.name); // Print the warning name\", \" console.warn(warning.message); // Print the warning message\", \" console.warn(warning.stack); // Print the stack trace\", \"});\", \"\", \"/**\", \" * Main function - entry point for the application\", \" * Returns a promise that resolves when the command processing is complete\", \" */\", \"async function main(): Promise {\", \" // Parse command line arguments\", \" const args = parseCommandLineArgs();\", \"\", \" // Set up process ID from env var\", \" process.env.PROCESS_ID = process.env.PROCESS_ID || `magi-${Date.now()}`;\", \" console.log(`Initializing with process ID: ${process.env.PROCESS_ID}`);\", \"\", \" // Setup comms early, so we can send back failure messages\", \" ensureMemoryDirectories();\", \" const comm = initCommunication(args.test);\", \" set_file_test_mode(args.test);\", \"\", \" // Process prompt (either plain text or base64-encoded)\", \" let promptText: string;\", \" if (args.base64) {\", \" try {\", \" const buffer = Buffer.from(args.base64, 'base64');\", \" promptText = buffer.toString('utf-8');\", \" } catch (error) {\", \" return endProcess(1, `Failed to decode base64 prompt: ${error}`);\", \" }\", \" } else if (args.prompt) {\", \" promptText = args.prompt;\", \" } else {\", \" return endProcess(1, 'Either --prompt or --base64 must be provided');\", \" }\", \"\", \" // Move to working directory in /magi_output\", \" const projects = getProcessProjectIds();\", \" move_to_working_dir(projects.length > 0 ? `projects/${projects[0]}` : '');\", \"\", \" // Initialize database connection\", \" if (!(await initDatabase())) {\", \" return endProcess(1, 'Database connection failed.');\", \" }\", \"\", \" // Verify API keys for model providers\", \" if (!checkModelProviderApiKeys()) {\", \" return endProcess(1, 'No valid API keys found for any model provider');\", \" }\", \"\", \" // Run the command or tool\", \" try {\", \" // Set up command listener\", \" comm.onCommand(async (cmd: ServerMessage) => {\", \" if (cmd.type !== 'command') return;\", \" const commandMessage = cmd as CommandMessage;\", \"\", \" console.log(\", \" `Received command via WebSocket: ${commandMessage.command}`\", \" );\", \" if (commandMessage.command === 'stop') {\", \" return endProcess(0, 'Received stop command, terminating...');\", \" } else {\", \" // Process user-provided follow-up commands\", \" console.log(\", \" `Processing user command: ${commandMessage.command}`\", \" );\", \"\", \" await spawnThought(args, commandMessage.command);\", \" }\", \" });\", \"\", \" comm.send({\", \" type: 'process_running',\", \" });\", \"\", \" const agent = await createAgent(args);\", \" if (!primaryAgentId) {\", \" primaryAgentId = agent.agent_id;\", \" } else {\", \" agent.agent_id = primaryAgentId;\", \" }\", \"\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'process_start',\", \" });\", \"\", \" if (args.tool && args.tool !== 'none') {\", \" // Use memory-enhanced MECH for task runs\", \" const mechResult = await runMECHWithMemory(\", \" agent,\", \" promptText,\", \" !args.test,\", \" args.model\", \" );\", \"\", \" // We don't need to do anything special with the result here,\", \" // as the completion/error signal is already sent to the communicati\", \"on manager\", \" // inside the task_complete / task_fatal_error tools\", \"\", \" // Log task completion with metrics\", \" console.log(`Task ${mechResult.status}: ${mechResult.mechOutcome}`);\", \" console.log(\", \" `Duration: ${mechResult.durationSec}s, Cost: $${mechResult.total\", \"Cost.toFixed(6)}`\", \" );\", \" } else {\", \" // Add initial history\", \" await addMonologue(\", \" \\\"So let's see. I am Magi. The overseer of the MAGI system, huh?\", \"I will be the internal monologue for the system? These are my thoughts? That's a\", \" weird concept!\\\"\", \" );\", \" await addMonologue(\", \" `${person} is nice to me. I will be nice to them too. I hope I h\", \"ear from them soon. I should come up with a plan on how to improve myself and be\", \"tter help ${person}.`\", \" );\", \"\", \" await spawnThought(args, promptText);\", \"\", \" await mainLoop(\", \" agent,\", \" args.agent === 'overseer' && !args.test,\", \" args.model\", \" );\", \" }\", \"\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'process_done',\", \" });\", \"\", \" if (args.test) {\", \" // For tests we terminate after the first run\", \" return endProcess(0, 'Test run completed.');\", \" }\", \" } catch (error) {\", \" return endProcess(1, `Failed to process command: ${error}`);\", \" }\", \"}\", \"\", \"main();\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1fc4b7\"}",{},"79bc32a4-c3cd-4e21-8b0f-5994a2f30d4f",{"_111":108,"_161":-5,"_445":6959},{"_453":473,"_228":474,"_475":-5,"_45":6958},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '200,400p' magi/src/magi.ts\\n\"}",{},"92c79813-ef3e-4a11-9491-df669c4de72b",{"_111":465,"_161":494,"_445":6966},{"_453":45,"_454":6964},{},[6965],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2990, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '100,200p' magi/src/magi.ts\", \" command: string\", \"): Promise {\", \" if (args.agent !== 'overseer') {\", \" // If destination is not overseer, it must have come from the overseer\", \" await addHumanMessage(command, undefined, 'Overseer');\", \" // Interrupt any active delays and waiting tools\", \" interruptWaiting('new message from overseer');\", \" return;\", \" }\", \"\", \" const agent = await createAgent(args);\", \" if (!primaryAgentId) {\", \" primaryAgentId = agent.agent_id;\", \" } else {\", \" agent.agent_id = primaryAgentId;\", \" }\", \"\", \" // Get conversation history\", \" const history: ResponseInput = [...getHistory()];\", \"\", \" // Create a separate history thread for this thought\", \" const thread: ResponseInput = [];\", \" await addHumanMessage(command, thread);\", \"\", \" // Only modify the clone, leaving the original untouched\", \" agent.model = Runner.rotateModel(agent, 'writing');\", \" agent.historyThread = thread;\", \" agent.maxToolCallRoundsPerTurn = 1;\", \"\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'spawn_thought_start',\", \" meta_data: {\", \" model: agent.model,\", \" },\", \" });\", \"\", \" // Run the command with unified tool handling\", \" thread.forEach(message => history.push(message));\", \" history.push({\", \" type: 'message',\", \" role: 'developer',\", \" content: `Please respond to ${person} using ${talkToolName}(message, aff\", \"ect, incomplete). You are a model which specialized in writing responses. The re\", \"sponse may be obvious from the information provided to you, but if not you can j\", \"ust acknowledge ${person}'s message and set incomplete = true`,\", \" });\", \" const response = await Runner.runStreamedWithTools(agent, '', history);\", \"\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'spawn_thought_done',\", \" meta_data: {\", \" model: agent.model,\", \" },\", \" });\", \"\", \" console.log('[SPAWN THOUGHT] ', response);\", \"\", \" // Merge the thread back into the main history\", \" await mergeHistoryThread(thread);\", \"\", \" // Interrupt any active delays and waiting tools\", \" interruptWaiting(`new message from ${person}`);\", \"}\", \"\", \"/**\", \" * Execute a command using an agent and capture the results\", \" */\", \"export async function mainLoop(\", \" agent: Agent,\", \" loop: boolean,\", \" model?: string\", \"): Promise {\", \" const comm = getCommunicationManager();\", \"\", \" do {\", \" try {\", \" // Process any pending history threads at the start of each mech loo\", \"p\", \" await processPendingHistoryThreads();\", \"\", \" // Get conversation history\", \" const history = getHistory();\", \"\", \" agent.model = model || Runner.rotateModel(agent);\", \" delete agent.modelSettings;\", \"\", \" // Run the command with unified tool handling\", \" const response = await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" history\", \" );\", \"\", \" console.log('[MONOLOGUE] ', response);\", \"\", \" // Wait the required delay before the next thought\", \" await runThoughtDelay();\", \" } catch (error: any) {\", \" // Handle any error that occurred during agent execution\", \" console.error(\", \" `Error running agent command: ${error?.message || String(error)}\", \"`\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3fe202\"}",{},"128f3474-aac4-4d75-a511-da4b1b1de47b",{"_111":108,"_161":-5,"_445":6972},{"_453":473,"_228":474,"_475":-5,"_45":6971},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '100,200p' magi/src/magi.ts\\n\"}",{},"112efae2-1eb3-499b-8129-3fc9e76fdf9f",{"_111":108,"_161":-5,"_445":6979},{"_453":45,"_454":6977},{"_482":57,"_483":484,"_451":452},[6978],"I'll check out `magi/src/magi.ts` to see where Runner.runStreamedWithTools is used.",{},"0a55f74c-2dbb-441b-a3af-cf98c71479c4",{"_111":465,"_161":494,"_445":6986},{"_453":45,"_454":6984},{},[6985],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2969, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"runStreamedWithTools\\\" -R | he\", \"ad\", \"magi/src/magi.ts:145: const response = await Runner.runStreamedWithTools(agen\", \"t, '', history);\", \"magi/src/magi.ts:187: const response = await Runner.runStreamedWithTo\", \"ols(\", \"magi/src/utils/mech_tools.ts:123: const response = await Runner.runSt\", \"reamedWithTools(\", \"magi/src/utils/summary_utils.ts:159: const summary = await Runner.runStreamed\", \"WithTools(agent, document, [], {}, [\", \"magi/src/utils/meta_cognition.ts:127: const response = await Runner.runSt\", \"reamedWithTools(\", \"magi/src/utils/agent.ts:502: return await Runner.runStreamedWithTools(age\", \"nt, prompt, messages, handlers);\", \"magi/src/utils/llm_call_utils.ts:60: // Runner.runStreamedWithTools already r\", \"eturns a string promise\", \"magi/src/utils/llm_call_utils.ts:61: return await Runner.runStreamedWithTools\", \"(\", \"magi/src/utils/runner.ts:470: const raw = await Runner.runStreamedWithToo\", \"ls(\", \"magi/src/utils/runner.ts:492: static async runStreamedWithTools(\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7816e9\"}",{},"089a746a-6ac7-4bdf-83bd-d6119dab5c8d",{"_111":108,"_161":-5,"_445":6992},{"_453":473,"_228":474,"_475":-5,"_45":6991},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"runStreamedWithTools\\\" -R | head\\n\"}",{},"4e61d2da-18ec-4792-ae2e-56bb39b22875",{"_111":465,"_161":494,"_445":6999},{"_453":45,"_454":6997},{},[6998],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2959, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"runAgentTool\\\" -n | head\", \"magi/src/utils/agent.ts:96: // Optional callback to preprocess parameters bef\", \"ore runAgentTool\", \"magi/src/utils/agent.ts:221: return runAgentTool(agent, promp\", \"t, intelligence);\", \"magi/src/utils/agent.ts:262: return runAgentTool(agent, prompt, i\", \"ntelligence);\", \"magi/src/utils/agent.ts:464:async function runAgentTool(\", \"magi/src/utils/browser_utils.ts:888: // Return the standard parameter object\", \"expected by runAgentTool\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a851cb\"}",{},"e7db1b5b-b7d9-4e09-bb24-65d1bdd4c54d",{"_111":108,"_161":-5,"_445":7004},{"_453":473,"_228":474,"_475":-5,"_45":6624},{"_451":472},{},"a5308fb4-60f9-438c-aa22-65710525bd7b",{"_111":108,"_161":-5,"_445":7011},{"_453":45,"_454":7009},{"_482":57,"_483":484,"_451":452},[7010],"I'm checking if the previous appended tool results are now replaced with a follow-up run.",{},"6bc5b3cb-5e0d-45e4-ac6e-ace31c2a9161",{"_111":465,"_161":494,"_445":7018},{"_453":45,"_454":7016},{},[7017],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2891, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '980,1040p' magi/src/utils/runn\", \"er.ts\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \" * @param input The initial input to the first agent\", \" * @param maxRetries Maximum number of retries per stage before giving up\", \" * @param maxTotalRetries Maximum total retries across all stages before giv\", \"ing up\", \" * @returns The final response from the last successful agent in the chain\", \" */\", \" static async runSequential(\", \" agentSequence: RunnerConfig,\", \" input: string,\", \" maxRetries: number = 3,\", \" maxTotalRetries: number = 10\", \" ): Promise {\", \" const history: ResponseInput = [\", \" { type: 'message', role: 'user', content: input },\", \" ];\", \" const lastOutput: Record = {};\", \" let agent_id: string = '';\", \"\", \" let currentStage = Object.keys(agentSequence)[0]; // Start with the firs\", \"t stage\", \" let totalRetries = 0;\", \" const stageRetries: Record = {};\", \"\", \" const comm = getCommunicationManager();\", \"\", \" function addOutput(stage: string, output: string) {\", \" // Record in the history\", \" history.push({\", \" type: 'message',\", \" role: 'assistant',\", \" status: 'completed',\", \" content: `${capitalize(stage)} Output:\\\\n${output}`,\", \" });\", \"\", \" // Record in the last for this stage\", \" lastOutput[stage] = output;\", \"\", \" // Send update to parent process\", \" comm.send({\", \" type: 'process_updated',\", \" output: `${capitalize(stage)} Output:\\\\n${output}`,\", \" history,\", \" });\", \" }\", \"\", \" // Process the sequence of agents\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0911e8\"}",{},"083ee699-127d-4675-93fa-dfdf09b69a30",{"_111":108,"_161":-5,"_445":7023},{"_453":473,"_228":474,"_475":-5,"_45":5295},{"_451":500},{},"07b6db04-fb56-47a9-a6ec-cf30f6a2f22c",{"_111":465,"_161":494,"_445":7030},{"_453":45,"_454":7028},{},[7029],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2821, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '920,980p' magi/src/utils/runne\", \"r.ts\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"\", \" if (\", \" vResult.status === 'fail' &&\", \" verificationAttempt < agent.maxVerificationAttempts\", \" ) {\", \" console.warn(\", \" `[Runner] verifier failed: ${vResult.reason ?? '(no reas\", \"on)'}`\", \" );\", \" const retryHistory: ResponseInput = [\", \" ...conversationHistory,\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `Verifier feedback:\\\\n${vResult.reason ?? '(\", \"none)'}`,\", \" },\", \" ];\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3e445b\"}",{},"4345c0e5-0aa8-4a15-9b33-41c04df8fcd9",{"_111":108,"_161":-5,"_445":7036},{"_453":473,"_228":474,"_475":-5,"_45":7035},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '920,980p' magi/src/utils/runner.ts\\n\"}",{},"050f962f-15c6-4820-8bb2-006079b8ef50",{"_111":108,"_161":-5,"_445":7043},{"_453":45,"_454":7041},{"_482":57,"_483":484,"_451":452},[7042],"I'll check the new verification code around lines 940 or 956. Let's go there.",{},"8f88a991-01e9-416d-b572-6e17545aec84",{"_111":465,"_161":494,"_445":7050},{"_453":45,"_454":7048},{},[7049],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2146, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '496,1110p' magi/src/utils/runn\", \"er.ts\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any, // Add optional communicationManager paramet\", \"er\", \" skipVerifier = false,\", \" verificationAttempt = 0\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \" output: string;\", \" }[] = [];\", \"\", \" try {\", \" conversationHistory = [...conversationHistory]; // Clone so that add\", \"itional messages don't affect the original\", \"\", \" const stream = this.runStreamed(agent, input, conversationHistory);\", \"\", \" // Start with initial messages - convert standard message format to\", \"responses format\", \" const messageItems: ResponseInput = [...conversationHistory];\", \"\", \" if (input) {\", \" // Add the user input message\", \" messageItems.push({\", \" type: 'message',\", \" role: 'user',\", \" content: input,\", \" });\", \" }\", \"\", \" // Use the provided communicationManager if available, otherwise get\", \" the global one\", \" const comm = communicationManager || getCommunicationManager();\", \" for await (const event of stream) {\", \" // Handle different event types\", \" const eventType = event.type as StreamEventType;\", \"\", \" // Call the event handler if provided\", \" if (\", \" allowedEvents === null ||\", \" allowedEvents.includes(eventType)\", \" ) {\", \" comm.send(event);\", \" if (handlers.onEvent) {\", \" handlers.onEvent(event);\", \" }\", \" }\", \"\", \" switch (eventType) {\", \" case 'message_delta':\", \" break;\", \"\", \" case 'message_complete': {\", \" // Accumulate the message content\", \" const message = event as MessageEvent;\", \"\", \" if (message.thinking_content) {\", \" // Add the assistant's thinking\", \" const thinkingMessage: ResponseThinkingMessage = {\", \" type: 'thinking',\", \" role: 'assistant',\", \" content:\", \" message.thinking_content &&\", \" message.thinking_content !== '{empty}'\", \" ? message.thinking_content\", \" : '',\", \" signature: message.thinking_signature || '',\", \" thinking_id: message.message_id || '',\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(thinkingMessage);\", \" if (agent.onThinking) {\", \" await agent.onThinking(thinkingMessage);\", \" }\", \" }\", \"\", \" if (message.content) {\", \" fullResponse = message.content;\", \" // Add the assistant's response\", \" const contentMessage: ResponseOutputMessage = {\", \" id: message.message_id,\", \" type: 'message',\", \" role: 'assistant',\", \" content: message.content,\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(contentMessage);\", \" if (agent.onResponse) {\", \" await agent.onResponse(contentMessage);\", \" }\", \" }\", \" break;\", \" }\", \"\", \" case 'tool_start': {\", \" // Process tool calls\", \" const toolEvent = event as ToolEvent;\", \"\", \" if (\", \" !toolEvent.tool_calls ||\", \" toolEvent.tool_calls.length === 0\", \" ) {\", \" continue;\", \" }\", \"\", \" // Collect tool calls for later use\", \" collectedToolCalls = [\", \" ...collectedToolCalls,\", \" ...toolEvent.tool_calls,\", \" ];\", \"\", \" // Log tool calls for debugging\", \" toolEvent.tool_calls.forEach(call => {\", \" let parsedArgs = {};\", \"...\", \"ions\", \" * @param input The initial input to the first agent\", \" * @param maxRetries Maximum number of retries per stage before giving up\", \" * @param maxTotalRetries Maximum total retries across all stages before giv\", \"ing up\", \" * @returns The final response from the last successful agent in the chain\", \" */\", \" static async runSequential(\", \" agentSequence: RunnerConfig,\", \" input: string,\", \" maxRetries: number = 3,\", \" maxTotalRetries: number = 10\", \" ): Promise {\", \" const history: ResponseInput = [\", \" { type: 'message', role: 'user', content: input },\", \" ];\", \" const lastOutput: Record = {};\", \" let agent_id: string = '';\", \"\", \" let currentStage = Object.keys(agentSequence)[0]; // Start with the firs\", \"t stage\", \" let totalRetries = 0;\", \" const stageRetries: Record = {};\", \"\", \" const comm = getCommunicationManager();\", \"\", \" function addOutput(stage: string, output: string) {\", \" // Record in the history\", \" history.push({\", \" type: 'message',\", \" role: 'assistant',\", \" status: 'completed',\", \" content: `${capitalize(stage)} Output:\\\\n${output}`,\", \" });\", \"\", \" // Record in the last for this stage\", \" lastOutput[stage] = output;\", \"\", \" // Send update to parent process\", \" comm.send({\", \" type: 'process_updated',\", \" output: `${capitalize(stage)} Output:\\\\n${output}`,\", \" history,\", \" });\", \" }\", \"\", \" // Process the sequence of agents\", \" while (currentStage && totalRetries < maxTotalRetries) {\", \" console.log(`[Runner] Running sequential stage: ${currentStage}`);\", \"\", \" // Initialize retry counter for this stage if not already set\", \" stageRetries[currentStage] = stageRetries[currentStage] || 0;\", \"\", \" try {\", \" const agent = agentSequence[currentStage].agent();\", \" if (!agent_id) {\", \" // Save agent_id for future runs\", \" agent_id = agent.agent_id;\", \" } else {\", \" // If we have an agent_id, make sure we use the same one\", \" agent.agent_id = agent_id;\", \" }\", \"\", \" // Prepare input messages for the current stage\", \" const stageInputMessages = [\", \" ...(agentSequence[currentStage].input?.(\", \" history,\", \" lastOutput\", \" ) || history),\", \" ];\", \"\", \" let stageOutput: string | null = null; // To store the result st\", \"ring\", \" let directExecutionResult: ResponseInput | null = null; // To st\", \"ore the raw ResponseInput if executed directly\", \"\", \" // Check if the agent has a direct execution hook\", \" if (agent.tryDirectExecution) {\", \" directExecutionResult =\", \" await agent.tryDirectExecution(stageInputMessages);\", \" }\", \"\", \" if (directExecutionResult) {\", \" // Direct execution succeeded!\", \" console.log(\", \" `[Runner] Stage ${currentStage} executed directly via tr\", \"yDirectExecution.`\", \" );\", \" // Extract the content string from the ResponseInput for log\", \"ging/next stage input\", \" // Check if the first item is a message-like object with con\", \"tent\", \" if (\", \" Array.isArray(directExecutionResult) &&\", \" directExecutionResult.length > 0\", \" ) {\", \" const firstItem = directExecutionResult[0];\", \" if (\", \" firstItem &&\", \" typeof firstItem === 'object' &&\", \" 'content' in firstItem &&\", \" firstItem.content !== undefined &&\", \" firstItem.content !== null\", \" ) {\", \" stageOutput =\", \" typeof firstItem.content === 'string'\", \" ? firstItem.content\", \" : JSON.stringify(firstItem.content);\", \" }\", \" }\", \"\", \" if (stageOutput === null) {\", \" stageOutput =\", \" 'Direct execution completed but response format was\", \"unexpected or content was empty.';\", \" console.warn(\", \" `[Runner] Unexpected response format or empty conten\", \"t from tryDirectExecution for stage ${currentStage}:`,\", \" directExecutionResult\", \" );\", \" }\", \"\", \" // Add the output to history and lastOutput\", \" addOutput(currentStage, stageOutput);\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 426, \"chunk_id\": \"5263a7\"}",{},"c34467ec-641a-4fd0-a620-1c7d0b1c7fc4",{"_111":108,"_161":-5,"_445":7056},{"_453":473,"_228":474,"_475":-5,"_45":7055},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '496,1110p' magi/src/utils/runner.ts\\n\"}",{},"918dab90-7dce-4f94-b784-20daa3fd2e33",{"_111":465,"_161":494,"_445":7063},{"_453":45,"_454":7061},{},[7062],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2096, \"output\": [\"root@da432b12e86d:/workspace/magi-system# sed -n '455,496p' magi/src/utils/runne\", \"r.ts\", \" } // End of runStreamed\", \"\", \" /**\", \" * Run a verifier agent against `output` and return its structured result.\", \" * The verifier must return JSON or a plain string that parses into Verifier\", \"Result.\", \" */\", \" static async verifyRun(\", \" verifier: Agent,\", \" output: string,\", \" history: ResponseInput,\", \" handlers: ToolCallHandler,\", \" allowed: StreamEventType[] | null,\", \" ): Promise {\", \" const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.paren\", \"t_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser outpu\", \"t:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \"\", \" const raw = await Runner.runStreamedWithTools(\", \" verifier,\", \" verifyPrompt,\", \" history,\", \" handlers,\", \" allowed,\", \" 0,\", \" undefined,\", \" true\", \" );\", \"\", \" try {\", \" return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.parse\", \"(String(raw));\", \" } catch {\", \" const txt = raw.toString().trim().toLowerCase();\", \" return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fail\", \"', reason: raw as string };\", \" }\", \" }\", \"\", \" /**\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ae12c0\"}",{},"c863a086-e187-4567-97a0-1fc001668bd3",{"_111":108,"_161":-5,"_445":7069},{"_453":473,"_228":474,"_475":-5,"_45":7068},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '455,496p' magi/src/utils/runner.ts\\n\"}",{},"d159229e-249b-446e-932a-afc61645ccb1",{"_111":465,"_161":494,"_445":7076},{"_453":45,"_454":7074},{},[7075],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2092, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -n \\\"verifyRun\\\" -n magi/src/utils/\", \"runner.ts\", \"461: static async verifyRun(\", \"943: const vResult = await Runner.verifyRun(\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"d575b6\"}",{},"3b3ef882-7ae3-4260-abfb-0a591cbe672f",{"_111":108,"_161":-5,"_445":7081},{"_453":473,"_228":474,"_475":-5,"_45":640},{"_451":472},{},"6d92670d-26cf-46ee-8817-b9c7b8585cdd",{"_111":108,"_161":-5,"_445":7088},{"_453":45,"_454":7086},{"_482":57,"_483":484,"_451":452},[7087],"Let me check where the verifyRun function is defined—could be earlier or later.",{},"a2082e46-8adb-44a7-8314-de15dc68f29e",{"_111":465,"_161":494,"_445":7095},{"_453":45,"_454":7093},{},[7094],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2089, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:magi/src/utils/runner.ts\", \" | sed -n '1440,1670p'\", \"}\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e8082b\"}",{},"e3471117-ab7f-4885-be2e-e4d0e0b9d5a8",{"_111":108,"_161":-5,"_445":7101},{"_453":473,"_228":474,"_475":-5,"_45":7100},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:magi/src/utils/runner.ts | sed -n '1440,1670p'\\n\"}",{},"15241b38-5dac-4802-85f8-c8d1aee287e3",{"_111":108,"_161":-5,"_445":7108},{"_453":45,"_454":7106},{"_482":57,"_483":484,"_451":452},[7107],"I'll scroll to the end to find the verifyRun function and take a look.",{},"70fcfca5-7315-4850-8c15-5570673b0245",{"_111":465,"_161":494,"_445":7115},{"_453":45,"_454":7113},{},[7114],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1821, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:magi/src/utils/runner.ts\", \" | sed -n '840,1080p'\", \" arguments: toolCall.function.arguments,\", \" model: agent.model,\", \" });\", \"\", \" // Add the corresponding tool result\", \" const result = collectedToolResults.find(\", \" r => r.call_id === toolCall.call_id || toolCall.id\", \" );\", \" if (result) {\", \" messageItems.push({\", \" type: 'function_call_output',\", \" id: toolCall.id,\", \" call_id: toolCall.call_id || toolCall.id,\", \" name: toolCall.function.name,\", \" output: result.output,\", \" model: agent.model,\", \" });\", \" }\", \" }\", \"\", \" // Use the input array as our messages\", \" toolCallMessages = messageItems; // Use the collected items dire\", \"ctly\", \"\", \" // Run the agent again with the tool results\", \" console.log('[Runner] Running agent with tool call results');\", \"\", \" const followUpResponse = await this.runStreamedWithTools(\", \" agent,\", \" '', // No new user input is needed, history contains results\", \" toolCallMessages,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount // Pass the current toolCallCount to track acr\", \"oss recursive calls\", \" );\", \"\", \" // Use the follow-up response as the final response\", \" if (followUpResponse) {\", \" fullResponse = followUpResponse;\", \" }\", \" }\", \"\", \" // Handle structured JSON output if json_schema is specified\", \" if (agent.modelSettings?.json_schema) {\", \" try {\", \" // Try to parse the response as JSON\", \" let jsonResponse;\", \" try {\", \" jsonResponse = JSON.parse(fullResponse.trim());\", \" console.log(\", \" `[Runner] Successfully parsed JSON response for agen\", \"t ${agent.name}`\", \" );\", \" } catch (error) {\", \" const jsonError = error as Error;\", \" // If we couldn't parse it directly, try to extract JSON\", \" from text\", \" const jsonMatch =\", \" fullResponse.match(\", \" /```(?:json)?\\\\s*({[\\\\s\\\\S]*?})\\\\s*```/\", \" ) || fullResponse.match(/({[\\\\s\\\\S]*})/);\", \"\", \" if (jsonMatch && jsonMatch[1]) {\", \" try {\", \" jsonResponse = JSON.parse(jsonMatch[1].trim());\", \" console.log(\", \" `[Runner] Extracted and parsed JSON from res\", \"ponse for agent ${agent.name}`\", \" );\", \" } catch (err) {\", \" const extractError = err as Error;\", \" throw new Error(\", \" `Failed to parse extracted JSON: ${extractEr\", \"ror.message}`\", \" );\", \" }\", \" } else {\", \" throw new Error(\", \" `Response is not valid JSON and no JSON block co\", \"uld be extracted: ${jsonError.message}`\", \" );\", \" }\", \" }\", \"\", \" // If force_json is true and parsing failed, we might want t\", \"o retry\", \" // But for now, just use the successfully parsed result\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"...\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \" * @param input The initial input to the first agent\", \" * @param maxRetries Maximum number of retries per stage before giving up\", \" * @param maxTotalRetries Maximum total retries across all stages before giv\", \"ing up\", \" * @returns The final response from the last successful agent in the chain\", \" */\", \" static async runSequential(\", \" agentSequence: RunnerConfig,\", \" input: string,\", \" maxRetries: number = 3,\", \" maxTotalRetries: number = 10\", \" ): Promise {\", \" const history: ResponseInput = [\", \" { type: 'message', role: 'user', content: input },\", \" ];\", \" const lastOutput: Record = {};\", \" let agent_id: string = '';\", \"\", \" let currentStage = Object.keys(agentSequence)[0]; // Start with the firs\", \"t stage\", \" let totalRetries = 0;\", \" const stageRetries: Record = {};\", \"\", \" const comm = getCommunicationManager();\", \"\", \" function addOutput(stage: string, output: string) {\", \" // Record in the history\", \" history.push({\", \" type: 'message',\", \" role: 'assistant',\", \" status: 'completed',\", \" content: `${capitalize(stage)} Output:\\\\n${output}`,\", \" });\", \"\", \" // Record in the last for this stage\", \" lastOutput[stage] = output;\", \"\", \" // Send update to parent process\", \" comm.send({\", \" type: 'process_updated',\", \" output: `${capitalize(stage)} Output:\\\\n${output}`,\", \" history,\", \" });\", \" }\", \"\", \" // Process the sequence of agents\", \" while (currentStage && totalRetries < maxTotalRetries) {\", \" console.log(`[Runner] Running sequential stage: ${currentStage}`);\", \"\", \" // Initialize retry counter for this stage if not already set\", \" stageRetries[currentStage] = stageRetries[currentStage] || 0;\", \"\", \" try {\", \" const agent = agentSequence[currentStage].agent();\", \" if (!agent_id) {\", \" // Save agent_id for future runs\", \" agent_id = agent.agent_id;\", \" } else {\", \" // If we have an agent_id, make sure we use the same one\", \" agent.agent_id = agent_id;\", \" }\", \"\", \" // Prepare input messages for the current stage\", \" const stageInputMessages = [\", \" ...(agentSequence[currentStage].input?.(\", \" history,\", \" lastOutput\", \" ) || history),\", \" ];\", \"\", \" let stageOutput: string | null = null; // To store the result st\", \"ring\", \" let directExecutionResult: ResponseInput | null = null; // To st\", \"ore the raw ResponseInput if executed directly\", \"\", \" // Check if the agent has a direct execution hook\", \" if (agent.tryDirectExecution) {\", \" directExecutionResult =\", \" await agent.tryDirectExecution(stageInputMessages);\", \" }\", \"\", \" if (directExecutionResult) {\", \" // Direct execution succeeded!\", \" console.log(\", \" `[Runner] Stage ${currentStage} executed directly via tr\", \"yDirectExecution.`\", \" );\", \" // Extract the content string from the ResponseInput for log\", \"ging/next stage input\", \" // Check if the first item is a message-like object with con\", \"tent\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 19, \"chunk_id\": \"e32be8\"}",{},"dbd5ac34-05fe-40ca-8a8a-46e765a25de0",{"_111":108,"_161":-5,"_445":7121},{"_453":473,"_228":474,"_475":-5,"_45":7120},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:magi/src/utils/runner.ts | sed -n '840,1080p'\\n\"}",{},"63fa4123-dd56-4d80-909d-e37a92c032cc",{"_111":108,"_161":-5,"_445":7128},{"_453":45,"_454":7126},{"_482":57,"_483":484,"_451":452},[7127],"I'll scroll to find the helper function `verifyRun` and inspect its details.",{},"18cc41ac-9f2d-4ce1-9ba0-cbd792e85c14",{"_111":465,"_161":494,"_445":7135},{"_453":45,"_454":7133},{},[7134],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1629, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:magi/src/utils/runner.ts\", \" | sed -n '672,840p'\", \" // Optionally, re-throw if tool errors should halt t\", \"he process: throw error;\", \" }\", \"\", \" // Parse tool results for better logging (only if toolRe\", \"sult is not null)\", \" let parsedResults = null;\", \" try {\", \" parsedResults = JSON.parse(toolResult);\", \" } catch (e) {\", \" parsedResults = toolResult;\", \" }\", \"\", \" // Store tool results for subsequent model call\", \" if (Array.isArray(parsedResults)) {\", \" for (let i = 0; i < parsedResults.length; i++) {\", \" const result = parsedResults[i];\", \" // Associate result with the tool call ID\", \" if (i < toolEvent.tool_calls.length) {\", \" collectedToolResults.push({\", \" id: toolEvent.tool_calls[i].id,\", \" call_id:\", \" toolEvent.tool_calls[i].call_id ||\", \" toolEvent.tool_calls[i].id,\", \" output:\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result),\", \" });\", \" }\", \" }\", \" } else {\", \" // If there's just one result for potentially multip\", \"le calls\", \" const resultStr =\", \" typeof parsedResults === 'string'\", \" ? parsedResults\", \" : JSON.stringify(parsedResults);\", \"\", \" // Associate with the first tool call\", \" if (toolEvent.tool_calls.length > 0) {\", \" collectedToolResults.push({\", \" id: toolEvent.tool_calls[0].id,\", \" call_id:\", \" toolEvent.tool_calls[0].call_id ||\", \" toolEvent.tool_calls[0].id,\", \" output: resultStr,\", \" });\", \" }\", \" }\", \"\", \" // Send detailed tool result via event handler (only if\", \"results were processed)\", \" if (\", \" parsedResults !== null &&\", \" (allowedEvents === null ||\", \" allowedEvents.includes('tool_done'))\", \" ) {\", \" // Create a resultsById object that maps tool call I\", \"Ds to their results\", \" const resultsById: Record = {};\", \"\", \" // If parsedResults is an array, iterate through it\", \"and map each result to the corresponding tool call ID\", \" if (Array.isArray(parsedResults)) {\", \" for (let i = 0; i < parsedResults.length; i++) {\", \" // Associate result with the tool call ID if\", \" it exists\", \" if (i < toolEvent.tool_calls.length) {\", \" resultsById[\", \" toolEvent.tool_calls[i].id\", \" ] = parsedResults[i];\", \" }\", \" }\", \" } else if (toolEvent.tool_calls.length > 0) {\", \" resultsById[toolEvent.tool_calls[0].id] =\", \" parsedResults;\", \" }\", \"\", \" comm.send({\", \" agent: event.agent,\", \" type: 'tool_done',\", \" tool_calls: toolEvent.tool_calls,\", \" results: resultsById,\", \" });\", \"\", \" if (handlers.onEvent) {\", \" handlers.onEvent({\", \" agent: event.agent,\", \" type: 'tool_done',\", \" tool_calls: toolEvent.tool_calls,\", \" results: resultsById,\", \" });\", \" }\", \" }\", \" break; // End of 'tool_start' case\", \" } // End of 'tool_start' case\", \"\", \" case 'error': {\", \" const errorEvent = event as any; // Type assertion for e\", \"rror event\", \" console.error(`[Error] ${errorEvent.error}`);\", \" break;\", \" }\", \" }\", \" }\", \"\", \" // Process tool call results if there were any tool calls AND no sig\", \"nal was thrown\", \" // The try/catch around processToolCall above would have re-thrown s\", \"ignals,\", \" // preventing execution from reaching this point if a signal occurre\", \"d.\", \" if (\", \" agent.modelSettings?.tool_choice !== 'none' &&\", \" collectedToolCalls.length > 0 &&\", \" collectedToolResults.length > 0\", \" ) {\", \" console.log(\", \" `[Runner] Collected ${collectedToolCalls.length} tool calls,\", \" running follow-up with results.`\", \" );\", \"\", \" // Increment tool call count\", \" toolCallCount++;\", \" console.log(\", \" `[Runner] Tool call iteration ${toolCallCount} of ${agent.ma\", \"xToolCalls} maximum`\", \" );\", \"\", \" // Check if we've reached the maximum number of tool call rounds\", \" per turn (if set)\", \" if (\", \" agent.maxToolCallRoundsPerTurn !== undefined &&\", \" toolCallCount >= agent.maxToolCallRoundsPerTurn\", \" ) {\", \" console.log(\", \" `[Runner] Reached maxToolCallRoundsPerTurn (${agent.maxT\", \"oolCallRoundsPerTurn}) for agent ${agent.name}. Stopping tool call loop for this\", \" turn.`\", \" );\", \" // Return the current response without making another recurs\", \"ive call\", \" return fullResponse;\", \" }\", \"\", \" // Check if we've reached the maximum number of tool calls\", \" if (toolCallCount >= agent.maxToolCalls) {\", \" console.log(\", \" '**********************************************'\", \" );\", \" console.log(\", \" `[Runner] REACHED MAXIMUM TOOL CALLS (${agent.maxToolCal\", \"ls})`\", \" );\", \" console.log(\", \" '[Runner] Forcing model to return a final answer and not\", \" use more tools'\", \" );\", \" console.log(\", \" '**********************************************'\", \" );\", \" // On the last attempt, don't allow more tool calls\", \" if (!agent.modelSettings) {\", \" agent.modelSettings = {};\", \" }\", \" agent.modelSettings.tool_choice = 'none';\", \" } else if (toolCallCount > 0) {\", \" // After the first tool call, set tool_choice to 'auto' to p\", \"revent repetitive tool calling\", \" if (!agent.modelSettings) {\", \" agent.modelSettings = {};\", \" }\", \" agent.modelSettings.tool_choice = 'auto';\", \" }\", \"\", \" // Create tool call messages for the next model request\", \" let toolCallMessages: ResponseInput = [];\", \"\", \" // Add the function calls\", \" for (const toolCall of collectedToolCalls) {\", \" // Skip adding to messageItems if the agent has onToolCall h\", \"andler\", \" // The agent's onToolCall will use addHistory instead\", \" messageItems.push({\", \" type: 'function_call',\", \" id: toolCall.id,\", \" call_id: toolCall.call_id || toolCall.id,\", \" name: toolCall.function.name,\", \" arguments: toolCall.function.arguments,\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a61b88\"}",{},"40364e94-b7db-4b58-b6e2-a50cc1e2eace",{"_111":108,"_161":-5,"_445":7141},{"_453":473,"_228":474,"_475":-5,"_45":7140},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:magi/src/utils/runner.ts | sed -n '672,840p'\\n\"}",{},"f6378a24-2d72-4061-a7ea-c731a93e3eb9",{"_111":108,"_161":-5,"_445":7148},{"_453":45,"_454":7146},{"_482":57,"_483":484,"_451":452},[7147],"I'm looking around the new area to implement the helper function.",{},"e7b10007-8a97-4746-8dcd-91ad471b75cc",{"_111":465,"_161":494,"_445":7155},{"_453":45,"_454":7153},{},[7154],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1497, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:magi/src/utils/runner.ts\", \" | sed -n '120,240p'\", \" if (timeoutId) {\", \" clearTimeout(timeoutId);\", \" }\", \" // Ensure the original stream iterator is properly closed if it supports\", \" it.\", \" if (typeof iterator.return === 'function') {\", \" try {\", \" await iterator.return(undefined);\", \" } catch (cleanupError) {\", \" console.error(\", \" `[TimeoutProxy] Error during iterator cleanup: ${cleanupErro\", \"r}`\", \" );\", \" }\", \" }\", \" }\", \"}\", \"\", \"/**\", \" * Agent runner class for executing agents with tools\", \" */\", \"export class Runner {\", \" /**\", \" * Helper function to get the next fallback model, avoiding already tried on\", \"es.\", \" * Special handling for rate-limited models to try paid alternatives.\", \" */\", \" private static getNextFallbackModel(\", \" agent: Agent,\", \" triedModels: Set,\", \" errorMessage?: string,\", \" lastModelEntry?: ModelEntry\", \" ): string | undefined {\", \" if (\", \" errorMessage &&\", \" (errorMessage.includes('429') ||\", \" errorMessage.includes('Too Many Requests')) &&\", \" lastModelEntry &&\", \" lastModelEntry.rate_limit_fallback\", \" ) {\", \" // Check if we already tried the paid model\", \" if (!triedModels.has(lastModelEntry.rate_limit_fallback)) {\", \" return lastModelEntry.rate_limit_fallback;\", \" }\", \" }\", \"\", \" // Standard fallback logic for other cases\", \" // The model that just failed or was initially selected\", \" let modelsToConsider: string[] = [];\", \"\", \" // 1. Consider models from the specified class (if any)\", \" const agentModelClass = agent.modelClass as keyof typeof MODEL_CLASSES;\", \" if (agent.modelClass && MODEL_CLASSES[agentModelClass]) {\", \" modelsToConsider = [\", \" ...(MODEL_CLASSES[agentModelClass].models || []),\", \" ];\", \" }\", \"\", \" // 2. Always add standard models as ultimate fallbacks (ensure no duplic\", \"ates)\", \" const standardModels = MODEL_CLASSES['standard']?.models || [];\", \" standardModels.forEach(sm => {\", \" if (!modelsToConsider.includes(sm)) {\", \" modelsToConsider.push(sm);\", \" }\", \" });\", \"\", \" // 3. Filter out any already tried models\", \" // Note: We don't filter out `currentModel` here because it's added to t\", \"riedModels *before* calling this\", \" const availableFallbacks = modelsToConsider.filter(\", \" model => !triedModels.has(model)\", \" );\", \"\", \" // 4. Return the first available fallback, or undefined if none left\", \" return availableFallbacks.length > 0\", \" ? availableFallbacks[0]\", \" : undefined;\", \" }\", \"\", \" /**\", \" * Run an agent with streaming responses, including timeout handling and mod\", \"el fallbacks.\", \" */\", \" static async *runStreamed(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = []\", \" ): AsyncGenerator {\", \" // Prepare initial messages\", \" let messages: ResponseInput = [\", \" { type: 'message', role: 'developer', content: agent.instructions },\", \" ...conversationHistory,\", \" ];\", \" if (input) {\", \" messages.push({ type: 'message', role: 'user', content: input });\", \" }\", \"\", \" // Allow agent onRequest hook\", \" if (agent.onRequest) {\", \" [agent, messages] = await agent.onRequest(agent, messages);\", \" }\", \"\", \" // Standard execution path (either ensemble is disabled or it failed)\", \" // Get initial model selection\", \" let selectedModel: string | undefined =\", \" agent.model ||\", \" (await getModelFromClass(\", \" agent.modelClass || ('standard' as ModelClassID)\", \" ));\", \" let attempt = 1;\", \" const triedModels = new Set(); // Keep track of models attempted\", \" in this run\", \"\", \" // --- Main loop for trying initial model and fallbacks ---\", \" while (selectedModel) {\", \" if (triedModels.has(selectedModel!)) {\", \" console.warn(\", \" `[Runner] Logic error: Attempting to re-try model ${selected\", \"Model}. Skipping.`\", \" );\", \" // This shouldn't happen with the current logic, but safeguards\", \"are good.\", \" selectedModel = this.getNextFallbackModel(agent, triedModels);\", \" continue;\", \" }\", \"\", \" console.log(\", \" `[Runner] Attempt ${attempt}: Trying model ${selectedModel}`\", \" );\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"420c25\"}",{},"fc06488c-a1d1-4f01-93a7-ee9a9a422136",{"_111":108,"_161":-5,"_445":7161},{"_453":473,"_228":474,"_475":-5,"_45":7160},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:magi/src/utils/runner.ts | sed -n '120,240p'\\n\"}",{},"957a83eb-294b-491a-8f02-089123c0a3fa",{"_111":465,"_161":494,"_445":7168},{"_453":45,"_454":7166},{},[7167],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1361, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:magi/src/utils/runner.ts\", \" | sed -n '1,120p'\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import type {\", \" StreamingEvent,\", \" ToolEvent,\", \" MessageEvent,\", \" ToolCall,\", \" ResponseInput,\", \" ToolCallHandler,\", \" RunnerConfig,\", \" ResponseInputItem,\", \" ResponseInputFunctionCall,\", \" ResponseInputFunctionCallOutput,\", \" ResponseInputMessage,\", \" ResponseThinkingMessage,\", \" StreamEventType,\", \" ErrorEvent,\", \" ResponseOutputMessage,\", \" VerifierResult,\", \"} from '../types/shared-types.js';\", \"import { Agent } from './agent.js';\", \"import { getModelProvider } from '../model_providers/model_provider.js';\", \"import {\", \" findModel,\", \" MODEL_CLASSES,\", \" ModelClassID,\", \" ModelEntry,\", \"} from '../model_providers/model_data.js';\", \"import { getModelFromClass } from '../model_providers/model_provider.js';\", \"import { processToolCall } from './tool_call.js';\", \"import { capitalize } from './llm_utils.js';\", \"import { getCommunicationManager, sendComms } from './communication.js';\", \"import { isPaused, sleep } from './communication.js';\", \"import { mechState, getModelScore } from './mech_state.js';\", \"\", \"const EVENT_TIMEOUT_MS = 300000; // 5 min timeout for events\", \"\", \"// Define a specific error type for clarity\", \"class TimeoutError extends Error {\", \" constructor(message: string) {\", \" super(message);\", \" this.name = 'TimeoutError';\", \" }\", \"}\", \"\", \"/**\", \" * Wraps an async generator stream to add inactivity timeout detection.\", \" * If no event is received within timeoutMs, it throws a TimeoutError.\", \" *\", \" * @param originalStream The stream to wrap.\", \" * @param timeoutMs The inactivity timeout duration in milliseconds.\", \" * @param identifier A string identifier for logging purposes (e.g., agent/model\", \" name).\", \" * @returns An async generator that yields events from the originalStream or thr\", \"ows on timeout.\", \" */\", \"async function* createTimeoutProxyStream(\", \" originalStream: AsyncGenerator,\", \" timeoutMs: number,\", \" identifier: string // For logging context\", \"): AsyncGenerator {\", \" const iterator = originalStream[Symbol.asyncIterator]();\", \" let timeoutId: NodeJS.Timeout | null = null;\", \"\", \" // Function to create a promise that rejects after the timeout duration\", \" const createTimeoutPromise = (): Promise => {\", \" return new Promise((_, reject) => {\", \" // Clear any existing timer before setting a new one\", \" if (timeoutId) clearTimeout(timeoutId);\", \"\", \" timeoutId = setTimeout(() => {\", \" const timeoutError = new TimeoutError(\", \" `[${identifier}] Stream timeout: No event received for ${tim\", \"eoutMs / 1000} seconds`\", \" );\", \" console.error(`[TimeoutProxy] ${timeoutError.message}`);\", \" timeoutId = null; // Clear the timer ID as it has fired\", \" reject(timeoutError); // Reject the promise, signaling the timeo\", \"ut\", \" }, timeoutMs);\", \" });\", \" };\", \"\", \" try {\", \" while (true) {\", \" const timeoutPromise = createTimeoutPromise(); // Arm timeout for th\", \"e next event/completion\", \" let result: IteratorResult;\", \"\", \" try {\", \" // Wait for either the next stream event or the timeout promise\", \"to reject\", \" result = await Promise.race([iterator.next(), timeoutPromise]);\", \"\", \" // If iterator.next() resolved, it means we received an event OR\", \" the stream ended.\", \" // We need to clear the timeout timer because the race was won b\", \"y iterator.next().\", \" if (timeoutId) clearTimeout(timeoutId);\", \" timeoutId = null; // Ensure timer ID is cleared\", \" } catch (error) {\", \" // This catch block handles rejection from EITHER iterator.next(\", \") OR timeoutPromise.\", \" if (timeoutId) clearTimeout(timeoutId); // Clean up timer if it\", \"exists\", \" timeoutId = null;\", \"\", \" // Re-throw the error (could be a stream error or our TimeoutErr\", \"or)\", \" // This will be caught by the try/catch in the calling function\", \"(runStreamed)\", \" throw error;\", \" }\", \"\", \" // Check if the stream iteration is done\", \" if (result.done) {\", \" // Stream finished normally, exit the loop. Cleanup already happ\", \"ened.\", \" break;\", \" } else {\", \" // Yield the event we received from the stream\", \" yield result.value;\", \" // Loop continues, createTimeoutPromise() will be called again t\", \"o re-arm the timeout.\", \" }\", \" }\", \" } finally {\", \" // Final cleanup when the loop exits (normally or via error)\", \" if (timeoutId) {\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2ed5a5\"}",{},"5a2214bd-57ba-48b8-b908-6e45ed706243",{"_111":108,"_161":-5,"_445":7174},{"_453":473,"_228":474,"_475":-5,"_45":7173},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:magi/src/utils/runner.ts | sed -n '1,120p'\\n\"}",{},"e830995a-53a2-4088-8cb0-cb1d555b722f",{"_111":108,"_161":-5,"_445":7181},{"_453":45,"_454":7179},{"_482":57,"_483":484,"_451":452},[7180],"I'll open the Runner file to implement the new verification logic.",{},"b5ecc4a7-a9d7-4601-aa75-53cd172ab6aa",{"_111":465,"_161":494,"_445":7188},{"_453":45,"_454":7186},{},[7187],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1330, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:magi/src/utils/agent.ts\", \"| sed -n '480,720p'\", \" }\", \" break;\", \" case 'standard':\", \" // No change needed?\", \" break;\", \" case 'high':\", \" if (['mini'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" const handlers = {\", \" onToolCall: agent.onToolCall,\", \" onToolResult: agent.onToolResult,\", \" };\", \"\", \" try {\", \" return await Runner.runStreamedWithTools(agent, prompt, messages, handle\", \"rs);\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"cc00d6\"}",{},"79155c53-7670-4245-be46-07f342f4b186",{"_111":108,"_161":-5,"_445":7194},{"_453":473,"_228":474,"_475":-5,"_45":7193},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:magi/src/utils/agent.ts | sed -n '480,720p'\\n\"}",{},"066219b3-661d-4c44-9a62-b86e567cf841",{"_111":465,"_161":494,"_445":7201},{"_453":45,"_454":7199},{},[7200],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1072, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:magi/src/utils/agent.ts\", \"| sed -n '240,480p'\", \" args[0] !== null\", \" ) {\", \" const params = args[0] as Record;\", \" task = params.task || task;\", \" context = params.context || context;\", \" warnings = params.warnings || warnings;\", \" goal = params.goal || goal;\", \" intelligence = params.intelligence || intelligence;\", \" }\", \"\", \" let prompt = `**Task:** ${task}`;\", \" if (context) {\", \" prompt += `\\\\n\\\\n**Context:** ${context}`;\", \" }\", \" if (warnings) {\", \" prompt += `\\\\n\\\\n**Warnings:** ${warnings}`;\", \" }\", \" if (goal) {\", \" prompt += `\\\\n\\\\n**Goal:** ${goal}`;\", \" }\", \"\", \" // Standard parameter passing\", \" return runAgentTool(agent, prompt, intelligence);\", \" },\", \" description,\", \" this.params || {\", \" task: {\", \" type: 'string',\", \" description: `What should ${this.name} work on? Generally yo\", \"u should leave the way the task is performed up to the agent unless the agent pr\", \"eviously failed. Agents are expected to work mostly autonomously.`,\", \" },\", \" context: {\", \" type: 'string',\", \" description: `What else might the ${this.name} need to know?\", \" Explain why you are asking for this - summarize the task you were given or the\", \"project you are working on. Please make it comprehensive. A couple of paragraphs\", \" is ideal.`,\", \" optional: true,\", \" },\", \" warnings: {\", \" type: 'string',\", \" description: `Is there anything the ${this.name} should avoi\", \"d or be aware of? You can leave this as a blank string if there's nothing obviou\", \"s.`,\", \" optional: true,\", \" },\", \" goal: {\", \" type: 'string',\", \" description: `This is the final goal/output or result you ex\", \"pect from the task. Try to focus on the overall goal and allow the ${this.name}\", \"to make it's own decisions on how to get there. One sentence is ideal.`,\", \" optional: true,\", \" },\", \" intelligence: {\", \" type: 'string',\", \" description: `What level of intelligence do you recommend fo\", \"r this task?\", \" - low: (under 90 IQ) Mini model used.\", \" - standard: (90 - 110 IQ)\", \" - high: (110+ IQ) Reasoning used.`,\", \" enum: ['low', 'standard', 'high'],\", \" optional: true,\", \" },\", \" },\", \" undefined,\", \" this.name\", \" );\", \" }\", \"\", \" /**\", \" * Get the complete set of tools available to this agent\", \" * Combines statically assigned tools with tools from agentToolCache\", \" * Processes dynamic tool parameter values (descriptions and enums)\", \" */\", \" public async getTools(): Promise {\", \" const combinedTools = new Map();\", \"\", \" // 1. Add statically assigned tools (from this.tools) or common tools as\", \" a base\", \" const baseTools = this.tools && this.tools.length > 0 ? this.tools : [];\", \" for (const tool of baseTools) {\", \" if (\", \" tool &&\", \" tool.definition &&\", \" tool.definition.function &&\", \" tool.definition.function.name\", \" ) {\", \" // Clone the tool to avoid modifying the original\", \" const clonedTool = { ...tool };\", \" clonedTool.definition = { ...tool.definition };\", \" clonedTool.definition.function = {\", \" ...tool.definition.function,\", \" };\", \" clonedTool.definition.function.parameters = {\", \" ...tool.definition.function.parameters,\", \" };\", \" clonedTool.definition.function.parameters.properties = {\", \" ...tool.definition.function.parameters.properties,\", \" };\", \"\", \" // Process dynamic properties in parameters\", \" await this.processDynamicToolParameters(clonedTool);\", \"\", \" combinedTools.set(\", \" clonedTool.definition.function.name,\", \" clonedTool\", \" );\", \" } else {\", \" console.warn(\", \" '[Agent.getTools] Encountered a base tool with missing defin\", \"ition or name:',\", \" tool\", \" );\", \" }\", \" }\", \"\", \" // 2. Add/override with tools from agentToolCache (via getAgentSpecificT\", \"ools)\", \" if (this.agent_id) {\", \" const cachedAgentTools = getAgentSpecificTools(this.agent_id);\", \" for (const tool of cachedAgentTools) {\", \"...\", \" ...tool.definition.function,\", \" };\", \" clonedTool.definition.function.parameters = {\", \" ...tool.definition.function.parameters,\", \" };\", \" clonedTool.definition.function.parameters.properties = {\", \" ...tool.definition.function.parameters.properties,\", \" };\", \"\", \" // Process dynamic properties in parameters\", \" await this.processDynamicToolParameters(clonedTool);\", \"\", \" combinedTools.set(\", \" clonedTool.definition.function.name,\", \" clonedTool\", \" ); // Overwrites if name exists\", \" } else {\", \" console.warn(\", \" '[Agent.getTools] Encountered a cached tool with missing\", \" definition or name:',\", \" tool\", \" );\", \" }\", \" }\", \" }\", \" return Array.from(combinedTools.values());\", \" }\", \"\", \" /**\", \" * Process dynamic tool parameters (descriptions and enums)\", \" * @param tool The tool to process\", \" */\", \" private async processDynamicToolParameters(\", \" tool: ToolFunction\", \" ): Promise {\", \" const properties = tool.definition.function.parameters.properties;\", \"\", \" for (const paramName in properties) {\", \" const param = properties[paramName];\", \"\", \" // Process dynamic description\", \" if (typeof param.description === 'function') {\", \" param.description = param.description();\", \" }\", \"\", \" // Process dynamic enum\", \" if (typeof param.enum === 'function') {\", \" param.enum = await param.enum();\", \" }\", \"\", \" // Handle nested parameters in objects\", \" if (param.properties) {\", \" for (const nestedParamName in param.properties) {\", \" const nestedParam = param.properties[nestedParamName];\", \"\", \" // Process nested dynamic description\", \" if (typeof nestedParam.description === 'function') {\", \" nestedParam.description = nestedParam.description();\", \" }\", \"\", \" // Process nested dynamic enum\", \" if (typeof nestedParam.enum === 'function') {\", \" nestedParam.enum = await nestedParam.enum();\", \" }\", \" }\", \" }\", \"\", \" // Handle items for array types\", \" if (param.items) {\", \" const items = param.items as any;\", \" if (typeof items.description === 'function') {\", \" items.description = items.description();\", \" }\", \" if (typeof items.enum === 'function') {\", \" items.enum = await items.enum();\", \" }\", \" }\", \" }\", \" }\", \"\", \" export(): AgentExportDefinition {\", \" // Return a simplified representation of the agent\", \" const agentExport: AgentExportDefinition = {\", \" agent_id: this.agent_id,\", \" name: this.name,\", \" };\", \" if (this.model) {\", \" agentExport.model = this.model;\", \" }\", \" if (this.modelClass) {\", \" agentExport.modelClass = this.modelClass;\", \" }\", \" if (this.parent_id) {\", \" // Make sure parent is an Agent with an export method\", \" agentExport.parent_id = this.parent_id;\", \" }\", \" if (this.cwd) {\", \" agentExport.cwd = this.cwd;\", \" }\", \" return agentExport;\", \" }\", \"}\", \"\", \"/**\", \" * Run an agent and capture its streamed response, including any confidence sign\", \"als\", \" */\", \"async function runAgentTool(\", \" agent: Agent,\", \" prompt: string,\", \" intelligence?: 'low' | 'standard' | 'high'\", \"): Promise {\", \" // Ensure these values are set to undefined if not provided\", \" agent.intelligence = intelligence || undefined;\", \"\", \" const modelClass = agent.modelClass || 'standard';\", \" switch (agent.intelligence) {\", \" case 'low':\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'mini';\", \" }\", \" if (['code', 'reasoning'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 9, \"chunk_id\": \"d6c807\"}",{},"cb564b8b-d166-43d8-b049-9b814ded6180",{"_111":108,"_161":-5,"_445":7207},{"_453":473,"_228":474,"_475":-5,"_45":7206},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:magi/src/utils/agent.ts | sed -n '240,480p'\\n\"}",{},"59882b36-6d97-458b-ac9d-7b7def0540ec",{"_111":465,"_161":494,"_445":7214},{"_453":45,"_454":7212},{},[7213],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 936, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:magi/src/utils/agent.ts\", \"| sed -n '120,240p'\", \"\", \" constructor(definition: AgentDefinition) {\", \" this.agent_id = definition.agent_id || uuid();\", \" this.name = definition.name.replaceAll(' ', '_');\", \" this.description = definition.description;\", \" this.instructions = definition.instructions;\", \" this.tools = definition.tools || [];\", \"\", \" // Ensure agent-specific tools are attached once ID is assigned\", \" this.model = definition.model;\", \" this.modelClass = definition.modelClass;\", \" this.jsonSchema = definition.jsonSchema;\", \" this.params = definition.params;\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \"not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \"No default, undefined means no limit\", \" this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers that\", \" need a real shell\", \"\", \" if (definition.verifier) {\", \" this.verifier = new Agent({ ...definition.verifier, verifier: undefi\", \"ned });\", \" this.verifier.parent_id = this.agent_id;\", \" }\", \"\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \" this.onRequest = definition.onRequest as (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" this.onThinking = definition.onThinking;\", \" this.onResponse = definition.onResponse;\", \" this.tryDirectExecution = definition.tryDirectExecution; // Add this lin\", \"e\", \"\", \" // Configure JSON formatting if schema is provided\", \" if (this.jsonSchema) {\", \" if (!this.modelSettings) this.modelSettings = {};\", \" this.modelSettings.json_schema = this.jsonSchema;\", \" }\", \"\", \" if (definition.workers) {\", \" this.workers = definition.workers.map(\", \" (createAgentFn: WorkerFunction) => {\", \" // Call the function with no arguments or adjust based on wh\", \"at ExecutableFunction expects\", \" const agent = createAgentFn() as Agent;\", \" agent.parent_id = this.agent_id;\", \" return agent;\", \" }\", \" );\", \" this.tools = this.tools.concat(\", \" this.workers.map((worker: Agent) => worker.asTool())\", \" );\", \" }\", \" }\", \"\", \" /**\", \" * Create a tool from this agent that can be used by other agents\", \" */\", \" asTool(): ToolFunction {\", \" let description = `An agent called ${this.name}.\\\\n\\\\n${this.description}`\", \";\", \" if (this.tools) {\", \" description += `\\\\n\\\\n${this.name} has access to the following tools:\\\\\", \"n`;\", \" this.tools.forEach(tool => {\", \" description += `- ${tool.definition.function.name}\\\\n`;\", \" });\", \" description +=\", \" '\\\\nUse this as a guide when to call the agent, but let the agent\", \" decide which tools to use.';\", \" }\", \" return createToolFunction(\", \" async (...args: any[]) => {\", \" // Create a copy of the agent for this particular tool run with\", \"a unique ID\", \" const agent = cloneAgent(this);\", \" agent.agent_id = uuid();\", \"\", \" if (agent.processParams) {\", \" let paramsObj: Record;\", \"\", \" // Handle single object argument vs positional arguments\", \" if (\", \" args.length === 1 &&\", \" typeof args[0] === 'object' &&\", \" args[0] !== null\", \" ) {\", \" // Already using named parameters\", \" paramsObj = args[0] as Record;\", \" } else {\", \" // Convert positional arguments to named parameters base\", \"d on agent.params keys\", \" paramsObj = {};\", \" const paramKeys = Object.keys(agent.params || {});\", \" paramKeys.forEach((key, idx) => {\", \" if (idx < args.length) paramsObj[key] = args[idx];\", \" });\", \" }\", \"\", \" const { prompt, intelligence } = await agent.processParams(\", \" agent,\", \" paramsObj\", \" );\", \" return runAgentTool(agent, prompt, intelligence);\", \" }\", \"\", \" // If we have standard positional arguments, convert them to a p\", \"arameters object\", \" let task: string = typeof args[0] === 'string' ? args[0] : '';\", \" let context: string | undefined =\", \" typeof args[1] === 'string' ? args[1] : undefined;\", \" let warnings: string | undefined =\", \" typeof args[2] === 'string' ? args[2] : undefined;\", \" let goal: string | undefined =\", \" typeof args[3] === 'string' ? args[3] : undefined;\", \" let intelligence: ('low' | 'standard' | 'high') | undefined =\", \" args[4] as any;\", \"\", \" // If we have a single object argument with named parameters (fr\", \"om createToolFunction's validation),\", \" // extract the parameters\", \" if (\", \" args.length === 1 &&\", \" typeof args[0] === 'object' &&\", \" args[0] !== null\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2bf330\"}",{},"e3eac80e-c482-4ada-9bf8-bdc976dfce91",{"_111":108,"_161":-5,"_445":7220},{"_453":473,"_228":474,"_475":-5,"_45":7219},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:magi/src/utils/agent.ts | sed -n '120,240p'\\n\"}",{},"8b0a7d71-be95-45c2-b92b-3d5187595d0f",{"_111":465,"_161":494,"_445":7227},{"_453":45,"_454":7225},{},[7226],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 809, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:magi/src/utils/agent.ts\", \"| sed -n '1,120p'\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import {\", \" AgentDefinition,\", \" ModelSettings,\", \" AgentExportDefinition,\", \" ToolFunction,\", \" WorkerFunction,\", \" ResponseInput,\", \" AgentInterface,\", \" ToolCall,\", \" ResponseThinkingMessage,\", \" ToolParameterMap,\", \" ResponseOutputMessage,\", \"} from '../types/shared-types.js';\", \"import { createToolFunction } from './tool_call.js';\", \"\", \"import { v4 as uuid } from 'uuid';\", \"// Import removed to fix lint error\", \"import { Runner } from './runner.js';\", \"import { ModelClassID } from '../model_providers/model_data.js';\", \"\", \"import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"\", \"/**\", \" * Create a clone of an agent instance that properly handles functions\", \" * @param agent The agent to clone\", \" * @returns A new agent instance with copied properties and preserved function r\", \"eferences\", \" */\", \"export function cloneAgent(agent: Agent): Agent {\", \" // Create a new object with the same prototype\", \" const copy = Object.create(Object.getPrototypeOf(agent)) as Agent;\", \"\", \" // Copy own enumerable properties\", \" Object.entries(agent).forEach(([key, value]) => {\", \" // Keep original function references, don't try to duplicate them\", \" if (typeof value === 'function') {\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore - we know the index type here\", \" copy[key] = value;\", \" } else if (key === 'parent' && value instanceof Agent) {\", \" // For parent, keep the reference intact to preserve prototype chain\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = value;\", \" } else if (Array.isArray(value)) {\", \" // Shallow copy array (its elements can include functions - we keep\", \"refs)\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = [...value];\", \" } else if (value && typeof value === 'object') {\", \" // Shallow copy object (deep copy is rarely needed for config object\", \"s)\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = { ...value };\", \" } else {\", \" // Copy primitive\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = value;\", \" }\", \" });\", \"\", \" return copy;\", \"}\", \"\", \"/**\", \" * Agent class representing an LLM agent with tools\", \" */\", \"export class Agent implements AgentInterface {\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: Agent[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \" maxToolCalls: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" verifier?: Agent;\", \" maxVerificationAttempts: number;\", \" args: any;\", \" jsonSchema?: object; // JSON schema for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for the agent (used by model providers th\", \"at need a real shell)\", \"\", \" // Optional callback to preprocess parameters before runAgentTool\", \" params?: ToolParameterMap; // Map of parameter names to their definitions\", \" processParams?: (\", \" agent: AgentInterface,\", \" params: Record\", \" ) => Promise<{\", \" prompt: string;\", \" intelligence?: 'low' | 'standard' | 'high';\", \" }>;\", \"\", \" // Event handlers for tool calls and results\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \" onToolResult?: (toolCall: ToolCall, result: string) => Promise;\", \"\", \" // Event handlers for request and response\", \" onRequest?: (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" onResponse?: (message: ResponseOutputMessage) => Promise;\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"43b361\"}",{},"a4ca7aa2-b32c-4a4a-af27-44f10b9e308c",{"_111":108,"_161":-5,"_445":7233},{"_453":473,"_228":474,"_475":-5,"_45":7232},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:magi/src/utils/agent.ts | sed -n '1,120p'\\n\"}",{},"d93ec2c9-fde7-46cd-b69f-15705ee5880f",{"_111":108,"_161":-5,"_445":7240},{"_453":45,"_454":7238},{"_482":57,"_483":484,"_451":452},[7239],"I'll take a look at `magi/src/utils/agent.ts` to check the new changes.",{},"96780246-4bc7-4765-8c87-9809c9c4c2ed",{"_111":465,"_161":494,"_445":7247},{"_453":45,"_454":7245},{},[7246],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 728, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:common/shared-types.ts |\", \" sed -n '135,210p'\", \" */\", \"export type ToolImplementationFn = (...args: any[]) => any | Promise;\", \"\", \"export type ToolParameterMap = {\", \" [key: string]:\", \" | string\", \" | ToolParameter;\", \"};\", \"\", \"export interface VerifierResult {\", \" status: 'pass' | 'fail';\", \" reason?: string;\", \"}\", \"\", \"/**\", \" * Definition of an agent with model and tool settings\", \" */\", \"export interface AgentDefinition {\", \" agent_id?: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" workers?: WorkerFunction[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" verifier?: AgentDefinition;\", \" maxVerificationAttempts?: number;\", \" jsonSchema?: object; // JSON schema definition for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for model providers that need a real shel\", \"l context\", \"\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \" onToolResult?: (toolCall: ToolCall, result: string) => Promise;\", \" onRequest?: (\", \" agent: AgentInterface, // Reverted back to AgentInterface\", \" messages: ResponseInput\", \" ) => Promise<[any, ResponseInput]>; // Reverted back to AgentInterface\", \" onResponse?: (message: ResponseOutputMessage) => Promise;\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \" params?: ToolParameterMap; // Map of parameter names to their definitions\", \" processParams?: (\", \" agent: AgentInterface,\", \" params: Record\", \" ) => Promise<{\", \" prompt: string;\", \" intelligence?: 'low' | 'standard' | 'high';\", \" }>;\", \"}\", \"\", \"/**\", \" * Definition-exportable version of the agent\", \" */\", \"export interface AgentExportDefinition {\", \" agent_id: string;\", \" name: string;\", \" parent_id?: string;\", \" model?: string;\", \" modelClass?: string;\", \" cwd?: string; // Working directory for model providers that need a real shel\", \"l context\", \"}\", \"\", \"/**\", \" * Model settings for the OpenAI API\", \" */\", \"export interface ModelSettings {\", \" temperature?: number;\", \" top_p?: number;\", \" top_k?: number;\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0c0669\"}",{},"1ffdc90f-49da-4c5e-b046-9e8427f2674a",{"_111":108,"_161":-5,"_445":7253},{"_453":473,"_228":474,"_475":-5,"_45":7252},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:common/shared-types.ts | sed -n '135,210p'\\n\"}",{},"6de205fa-6aa8-4bc3-b5cf-d66e45834f63",{"_111":108,"_161":-5,"_445":7260},{"_453":45,"_454":7258},{"_482":57,"_483":484,"_451":452},[7259],"The user mentioned changes in responses. I'll inspect the commit diff to verify.",{},"012d4e02-91f0-4697-9924-c0fc8945ef65",{"_111":465,"_161":494,"_445":7267},{"_453":45,"_454":7265},{},[7266],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 727, \"output\": [\"root@da432b12e86d:/workspace/magi-system# find magi -name AGENTS.md -print\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3f85f1\"}",{},"24cc4c5b-d8db-4607-939d-a674a26b44dd",{"_111":108,"_161":-5,"_445":7272},{"_453":473,"_228":474,"_475":-5,"_45":5452},{"_451":500},{},"9422f37c-8b43-4e6f-b99d-b89b31f3746c",{"_111":465,"_161":494,"_445":7279},{"_453":45,"_454":7277},{},[7278],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 720, \"output\": [\"root@da432b12e86d:/workspace/magi-system# ls magi | head\", \"docker\", \"package-lock.json\", \"package.json\", \"src\", \"test-tsconfig.json\", \"tsconfig.json\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ce168d\"}",{},"db5f451f-1006-40ca-8c7c-6c9edaec493a",{"_111":108,"_161":-5,"_445":7285},{"_453":473,"_228":474,"_475":-5,"_45":7284},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"ls magi | head\\n\"}",{},"22e9d351-c88c-4e50-a905-884de943dc29",{"_111":108,"_161":-5,"_445":7292},{"_453":45,"_454":7290},{"_482":57,"_483":484,"_451":452},[7291],"I’ll look for AGENTS instructions in the magi directory for relevant guidance.",{},"4fbfca42-8e15-4fe3-8133-59410688178e",{"_111":465,"_161":494,"_445":7299},{"_453":45,"_454":7297},{},[7298],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 688, \"output\": [\"root@da432b12e86d:/workspace/magi-system# grep -R \\\"AGENTS\\\" -n | head\", \"grep: .git/index: binary file matches\", \"project_map.json:133: \\\"/AGENTS.md\\\",\", \"magi/src/magi_agents/project_agents/operator_agent.ts:77: * generating codebase\", \"maps, and bootstrapping context files (CLAUDE.md/AGENTS.md).\", \"magi/src/magi_agents/project_agents/operator_agent.ts:82: * 3. Create initial CL\", \"AUDE.md and AGENTS.md files with essential project context.\", \"magi/src/magi_agents/project_agents/operator_agent.ts:98:**Goal:** Analyze the p\", \"roject${paths.length > 1 ? 's' : ''} \\\"${paths.join('\\\", \\\"')}\\\", update the metadat\", \"a in the database, generate codebase maps (minimal and rich), and bootstrap init\", \"ial context files (\\\\`CLAUDE.md\\\\` for Claude Code and \\\\`AGENTS.md\\\\` for Codex CLI\", \").\", \"magi/src/magi_agents/project_agents/operator_agent.ts:108:Create a \\\\`project_map\", \".json\\\\`, \\\\`CLAUDE.md\\\\` and \\\\`AGENTS.md\\\\` file at the root of each project reposi\", \"tory.\", \"magi/src/magi_agents/project_agents/operator_agent.ts:112:- Use the *same core i\", \"nformation* for \\\\`CLAUDE.md\\\\` and \\\\`AGENTS.md\\\\` initially, structured according\", \"to the template below.\", \"magi/src/magi_agents/project_agents/operator_agent.ts:113:- Codex Hint: For \\\\`AG\", \"ENTS.md\\\\`, where natural, try phrasing descriptions or guidelines using comment-\", \"style syntax (e.g., \\\\`# Use snake_case\\\\`) alongside the Markdown, as this can be\", \" effective for Codex. However, maintain overall Markdown readability.\", \"magi/src/magi_agents/project_agents/operator_agent.ts:150:\\\\`CLAUDE.md\\\\` and \\\\`AG\", \"ENTS.md\\\\` Structure (EXAMPLE ONLY):\", \"magi/src/magi_agents/project_agents/operator_agent.ts:240:1. Use a CodeAgent to\", \"create the \\\\`project_map.json\\\\`, \\\\`CLAUDE.md\\\\` and \\\\`AGENTS.md\\\\` file in each pr\", \"oject directory. Note you should give the CodeAgent the full Schema and Structur\", \"e Examples.\", \"magi/src/magi_agents/project_agents/operator_agent.ts:247:- If any of the files\", \"\\\\`project_map.json\\\\`, \\\\`CLAUDE.md\\\\` or \\\\`AGENTS.md\\\\` already exist, use their co\", \"ntent as a starting point, but ensure to update them with the new information. C\", \"onsider that they may be completely outdated.\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e66eee\"}",{},"3ec5d802-abe4-4a2f-a32c-94db807d771f",{"_111":108,"_161":-5,"_445":7305},{"_453":473,"_228":474,"_475":-5,"_45":7304},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"AGENTS\\\" -n | head\\n\"}",{},"8ed00463-1a39-4926-a679-4fdab006571f",{"_111":108,"_161":-5,"_445":7312},{"_453":45,"_454":7310},{"_482":57,"_483":484,"_451":452},[7311],"I'll look for AGENTS.md to check instructions on file changes.",{},"571afcf5-1421-4bc3-91c2-96ea41c9be06",{"_111":465,"_161":494,"_445":7319},{"_453":45,"_454":7317},{},[7318],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 550, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show HEAD:README.md | sed -n '1,12\", \"0p'\", \"# MAGI System\", \"\", \"> **M**ostly\", \"> **A**utonomous\", \"> **G**enerative\", \"> **I**ntelligence\", \"\", \"The MAGI System (pronounced \\\"MAH-jeye\\\") is an ensemble autonomous AI framework d\", \"esigned to solve tasks with almost no human intervention.\", \"\", \"It has a persistent chain of thought with a single AI persona Magi (pronounced \\\"\", \"Mag-gie\\\") which manages the system orchestration and task management. The system\", \" is designed to be modular and fault-tolerant. The core aim is not to solve prob\", \"lems as fast as possible, but in the best way possible by recovering from errors\", \" and failures gracefully.\", \"\", \"MAGI uses an ensemble of LLM models to provide a more robust and flexible soluti\", \"on. It can switch between different models based on availability, cost, and perf\", \"ormance. For it's core chain of thoughts it interleaves models continuously, off\", \"ers a unique perspective on how to approach problems and helps to resolve the 's\", \"tuck in a loop' problem autonomous systems often face.\", \"\", \"A core principal of MAGI is self-improvement. By being Open Source and using git\", \" internally for code changes, MAGI's goal is to improve itself with each task it\", \" performs and bring the best improvements back into the core code base.\", \"\", \"Think of Magi like a co-worker. She might make some mistakes, but she learns fro\", \"m them and improves over time. She is not perfect, but she is getting better eve\", \"ry day.\", \"\", \"## Architecture Overview\", \"\", \"Magí consists of four core components:\", \"\", \"• **Controller Service** (`controller/`)\", \" - Node.js (TypeScript) Express backend + Socket.IO\", \" - React/HTML/CSS frontend (UI at http://localhost:3010)\", \" - Manages Docker agent containers via Dockerode\", \"\", \"• **Magi Agents** (`magi/`)\", \" - TypeScript runtime executing chain-of-thought loops\", \" - Tool integrations: browser automation (CDP), shell, web search, code executi\", \"on\", \" - Runs in isolated Docker containers (`magi-base` image)\", \" - Supports multiple LLM providers with fallback and cost tracking\", \"\", \"• **Browser Bridge** (`host/`)\", \" - CLI to launch/kill/toggle Chrome via DevTools Protocol\", \" - Manages user-data directories, profile cloning and merging\", \" - Commands: `npm run browser:start|status|kill|toggle|clone-profile|merge-prof\", \"ile`\", \"\", \"• **Shared Database** (`db/`)\", \" - PostgreSQL + pgvector for history, memory, and usage tracking\", \" - Migrations in `db/migrations`, auto-run on controller startup\", \"\", \"## Installation\", \"\", \"### Prerequisites\", \"\", \"- Node.js v18+ (npm)\", \"- Docker & Docker Compose v2+\", \"- Google Chrome or Chromium (for CDP)\", \"- API keys for OpenAI, Anthropic, Google GenAI, etc.\", \"\", \"### Setup\", \"\", \"```bash\", \"# Clone the repository\", \"git clone https://github.com/has-context/magi-system.git\", \"cd magi-system\", \"\", \"# Install dependencies\", \"npm install\", \"\", \"# Run the automated setup\", \"npm run setup\", \"\", \"```\", \"\", \"## Usage\", \"\", \"### Starting the System\", \"\", \"```bash\", \"git clone https://github.com/has-context/magi-system.git\", \"cd magi-system\", \"npm install\", \"npm run setup\", \"npm run dev\", \"```\", \"\", \"This will:\", \"- Launch a detached CDP Chrome instance\", \"- Build Docker images (controller & magi-base)\", \"- Start Postgres and controller (`docker compose up`)\", \"- Serve the web UI at http://localhost:3010\", \"\", \"\", \"### Running Tests\", \"\", \"```bash\", \"npm test # Unit & integration (Vitest)\", \"cd test/playwright && npm install\", \"npm run test:e2e # End-to-end (Playwright)\", \"```\", \"\", \"### Testing Individual Components\", \"\", \"```bash\", \"# Test the MAGI Docker backend\", \"test/magi-docker.sh -p \\\"your prompt here\\\"\", \"\", \"# Test individual agents directly\", \"test/magi-node.sh -p \\\"your prompt here\\\" -a \", \"```\", \"\", \"Replace `` with one of: `supervisor`, `code`, `browser`, `shell`, `search\", \"`, `reasoning`, or `worker`.\", \"\", \"## Development\", \"\", \"### Project Structure\", \"\", \"```\", \"common/ Shared TS types & templates\", \"db/ Postgres migrations\", \"host/ Browser bridge CLI\", \"controller/ Web UI & container manager\", \"magi/ Agent runtime & model providers\", \"test/ E2E tests (Playwright)\", \"docker-compose.yml\", \"```\", \"\", \"### Development Workflow\", \"\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"8264e4\"}",{},"a897b1fc-341e-4aa5-b6c7-6aa55c6406d3",{"_111":108,"_161":-5,"_445":7325},{"_453":473,"_228":474,"_475":-5,"_45":7324},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD:README.md | sed -n '1,120p'\\n\"}",{},"0bbdce67-0394-4ae2-8232-53a58cb3a415",{"_111":108,"_161":-5,"_445":7332},{"_453":45,"_454":7330},{"_482":57,"_483":484,"_451":452},[7331],"I'll check the README section as part of reviewing the changed files.",{},"4a8abdb6-a721-4f21-9f23-4f9f6015ddd7",{"_111":465,"_161":494,"_445":7339},{"_453":45,"_454":7337},{},[7338],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 137, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show --stat HEAD~1\", \"commit 745b81dcfb4c6822c033b17836d325c2fbcf22f2 (grafted)\", \"Author: James Peter \", \"Date: Sun May 18 12:51:08 2025 +1000\", \"\", \" Merge pull request #17 from has-context/codex/update-magi-context-for-projec\", \"t-workflows\", \"\", \" .dockerignore | 32 +\", \" .editorconfig | 14 +\", \" .env.example | 51 +\", \" .gitignore | 76 +\", \" .prettierignore | 21 +\", \" .prettierrc | 6 +\", \" AGENTS.md | 95 +\", \" CLAUDE.md | 81 +\", \" LICENSE | 21 +\", \" POSTGRES.md | 80 +\", \" README.md | 166 +\", \" common/shared-types.ts | 1245 +++\", \" controller/.dockerignore | 21 +\", \" controller/.npmrc | 1 +\", \" controller/docker/Dockerfile | 76 +\", \" controller/docker/entrypoint.sh | 101 +\", \" controller/nodemon.json | 12 +\", \" controller/package-lock.json | 8329 ++++++++++++++++++++\", \" controller/package.json | 80 +\", \" controller/src/client/client.tsx | 22 +\", \" controller/src/client/css/styles.css | 853 ++\", \" controller/src/client/css/styles.scss | 1234 +++\", \" controller/src/client/html/index.html | 31 +\", \" controller/src/client/img/favicon.png | Bin 0 -> 8116 bytes\", \" controller/src/client/img/mLogo.png | Bin 0 -> 11831 bytes\", \" controller/src/client/js/components/App.tsx | 101 +\", \" .../client/js/components/PullRequestFailures.tsx | 431 +\", \" .../client/js/components/canvas_ui/AgentBox.tsx | 150 +\", \" .../js/components/canvas_ui/CanvasLayout.tsx | 46 +\", \" .../js/components/canvas_ui/CommandInput.tsx | 141 +\", \" .../client/js/components/canvas_ui/ProcessBox.tsx | 139 +\", \" .../client/js/components/canvas_ui/ProcessGrid.tsx | 505 ++\", \" .../client/js/components/column_ui/ChatColumn.tsx | 412 +\", \" .../js/components/column_ui/CollapsibleSection.tsx | 54 +\", \" .../js/components/column_ui/ColumnLayout.tsx | 123 +\", \" .../js/components/column_ui/OutputColumn.tsx | 588 ++\", \" .../js/components/column_ui/ProcessTreeColumn.tsx | 257 +\", \" .../client/js/components/column_ui/TreeNode.tsx | 134 +\", \" .../js/components/message/AssistantMessage.tsx | 47 +\", \" .../client/js/components/message/MessageList.tsx | 172 +\", \" .../client/js/components/message/SystemMessage.tsx | 53 +\", \" .../js/components/message/ToolCallMessage.tsx | 111 +\", \" .../js/components/message/ToolResultMessage.tsx | 92 +\", \" .../client/js/components/message/UserMessage.tsx | 23 +\", \" .../js/components/ui/AutoScrollContainer.tsx | 123 +\", \" .../src/client/js/components/ui/BrowserDisplay.tsx | 42 +\", \" .../src/client/js/components/ui/ConsoleDisplay.tsx | 36 +\", \" .../src/client/js/components/ui/CostDisplay.tsx | 242 +\", \" .../src/client/js/components/ui/LogsViewer.tsx | 531 ++\", \" .../src/client/js/components/ui/PauseButton.tsx | 38 +\", \" .../src/client/js/components/ui/ProcessHeader.tsx | 93 +\", \" .../src/client/js/components/ui/StatusDisplay.tsx | 33 +\", \" .../src/client/js/components/ui/TimelinePlayer.tsx | 935 +++\", \" .../src/client/js/components/utils/FormatUtils.tsx | 30 +\", \" .../src/client/js/components/utils/GridUtils.tsx | 377 +\", \" .../client/js/components/utils/MarkdownUtils.tsx | 72 +\", \" .../client/js/components/utils/ProcessBoxUtils.tsx | 173 +\", \" .../js/components/utils/TextFormatComponents.tsx | 79 +\", \" controller/src/client/js/context/SocketContext.tsx | 1229 +++\", \" controller/src/client/js/utils/AudioUtils.tsx | 375 +\", \" controller/src/client/js/utils/constants.ts | 7 +\", \" controller/src/client/js/utils/time.ts | 38 +\", \" controller/src/server/comms/events.ts | 22 +\", \" controller/src/server/docker_interface.ts | 10 +\", \" controller/src/server/env_store.ts | 10 +\", \" controller/src/server/managers/color_manager.ts | 147 +\", \" controller/src/server/managers/commit_metrics.ts | 430 +\", \" .../src/server/managers/communication_manager.ts | 1065 +++\", \" .../src/server/managers/container_manager.ts | 905 +++\", \" controller/src/server/managers/env_store.ts | 61 +\", \" .../src/server/managers/pr_events_manager.ts | 182 +\", \" controller/src/server/managers/process_manager.ts | 945 +++\", \" controller/src/server/managers/server_manager.ts | 1415 ++++\", \" controller/src/server/routes/pr_events.ts | 144 +\", \" controller/src/server/server.ts | 51 +\", \" controller/src/server/utils/bootstrap.ts | 138 +\", \" controller/src/server/utils/cdp.ts | 157 +\", \" controller/src/server/utils/db.ts | 63 +\", \" controller/src/server/utils/db_migrations.ts | 53 +\", \" controller/src/server/utils/db_utils.ts | 168 +\", \" controller/src/server/utils/docker_commands.ts | 80 +\", \" controller/src/server/utils/git_push.ts | 870 ++\", \" controller/src/server/utils/git_push_helpers.ts | 64 +\", \" controller/src/server/utils/git_utils.ts | 40 +\", \" controller/src/server/utils/pr_event_utils.ts | 264 +\", \" controller/src/server/utils/storage.ts | 133 +\", \" controller/src/server/utils/talk.ts | 169 +\", \" controller/src/server/utils/telegram_bot.ts | 369 +\", \" controller/src/types/index.ts | 6 +\", \" controller/src/types/marked.d.ts | 29 +\", \" controller/src/types/pull_request_event.ts | 38 +\", \" controller/src/types/react-app-env.d.ts | 12 +\", \" controller/src/types/shared-types.ts | 1 +\", \" controller/src/types/socket.io-client.d.ts | 22 +\", \" controller/tsconfig.json | 27 +\", \" controller/webpack.config.js | 52 +\", \" db/migrations/2025050700001_initial_schema.sql | 59 +\", \" db/migrations/2025051200001_projects_schema.sql | 45 +\", \" db/migrations/2025051500001_pr_events_schema.sql | 33 +\", \" db/migrations/2025051800001_unique_tool_names.sql | 11 +\", \" .../2025051800002_remove_custom_tool_id.sql | 13 +\", \" docker-compose.yml | 86 +\", \" docs/CUSTOM_TOOLS.md | 150 +\", \" docs/MECH.md | 58 +\", \" docs/TESTING.md | 67 +\", \" docs/TODO.md | 34 +\", \" eslint.config.js | 79 +\", \" host/setup.js | 46 +\", \" host/src/browser/browser-control.ts | 452 ++\", \" host/src/browser/cdp/chrome_cdp_launcher.ts | 558 ++\", \" host/src/browser/cdp/chrome_profile_utils.ts | 316 +\", \" host/src/setup/claude_setup.ts | 124 +\", \" host/src/setup/setup.ts | 1221 +++\", \" host/src/types/chrome-remote-interface.d.ts | 49 +\", \" host/tsconfig.json | 10 +\", \" magi/.dockerignore | 21 +\", \"...\", \" templates/game-3d/src/client/tsconfig.json | 8 +\", \" templates/game-3d/src/server/server.ts | 41 +\", \" templates/game-3d/src/server/tsconfig.json | 10 +\", \" templates/game-3d/src/typings/README.md | 1 +\", \" templates/mobile-app/.dockerignore | 78 +\", \" templates/mobile-app/.env.example | 18 +\", \" templates/mobile-app/.gitignore | 75 +\", \" templates/mobile-app/.prettierrc | 11 +\", \" templates/mobile-app/AGENTS.md | 136 +\", \" templates/mobile-app/App.tsx | 30 +\", \" templates/mobile-app/CLAUDE.md | 104 +\", \" templates/mobile-app/Dockerfile | 21 +\", \" templates/mobile-app/README.md | 144 +\", \" templates/mobile-app/app.json | 43 +\", \" .../mobile-app/app/(auth)/forgot-password.tsx | 128 +\", \" templates/mobile-app/app/(auth)/login.tsx | 143 +\", \" templates/mobile-app/app/(auth)/register.tsx | 173 +\", \" templates/mobile-app/app/(tabs)/_layout.tsx | 43 +\", \" templates/mobile-app/app/(tabs)/home.tsx | 111 +\", \" templates/mobile-app/app/(tabs)/profile.tsx | 179 +\", \" templates/mobile-app/app/(tabs)/settings.tsx | 260 +\", \" templates/mobile-app/app/_layout.tsx | 16 +\", \" templates/mobile-app/app/index.tsx | 39 +\", \" .../mobile-app/assets/fonts/SpaceMono-Regular.ttf | 0\", \" .../mobile-app/assets/images/adaptive-icon.png | 0\", \" templates/mobile-app/assets/images/favicon.png | 0\", \" templates/mobile-app/assets/images/icon.png | 0\", \" templates/mobile-app/assets/images/splash.png | 0\", \" templates/mobile-app/components/ui/Button.tsx | 188 +\", \" templates/mobile-app/components/ui/TextInput.tsx | 134 +\", \" templates/mobile-app/hooks/useAuth.tsx | 101 +\", \" templates/mobile-app/package.json | 66 +\", \" templates/mobile-app/project_map.json | 60 +\", \" templates/mobile-app/services/api.ts | 102 +\", \" templates/mobile-app/services/auth.ts | 106 +\", \" templates/mobile-app/services/authService.ts | 113 +\", \" templates/mobile-app/styles/theme.ts | 144 +\", \" templates/mobile-app/tsconfig.json | 26 +\", \" templates/mobile-app/types/api.ts | 19 +\", \" templates/mobile-app/types/user.ts | 39 +\", \" templates/plain/AGENTS.md | 63 +\", \" templates/plain/CLAUDE.md | 49 +\", \" templates/plain/project_map.json | 11 +\", \" templates/web-app/.dockerignore | 5 +\", \" templates/web-app/.env.example | 13 +\", \" templates/web-app/.gitignore | 43 +\", \" templates/web-app/.prettierrc | 12 +\", \" templates/web-app/AGENTS.md | 138 +\", \" templates/web-app/CLAUDE.md | 106 +\", \" templates/web-app/Dockerfile | 66 +\", \" templates/web-app/README.md | 108 +\", \" templates/web-app/eslint.config.mjs | 21 +\", \" templates/web-app/next.config.ts | 8 +\", \" templates/web-app/package-lock.json | 7570 ++++++++++++++++++\", \" templates/web-app/package.json | 44 +\", \" templates/web-app/postcss.config.mjs | 5 +\", \" templates/web-app/prisma/schema.prisma | 18 +\", \" templates/web-app/prisma/seed.ts | 35 +\", \" templates/web-app/project_map.json | 72 +\", \" templates/web-app/public/vercel.svg | 1 +\", \" .../src/app/api/auth/[...nextauth]/route.ts | 64 +\", \" .../web-app/src/app/api/auth/register/route.ts | 55 +\", \" templates/web-app/src/app/api/users/route.ts | 38 +\", \" templates/web-app/src/app/favicon.ico | Bin 0 -> 25931 bytes\", \" templates/web-app/src/app/globals.css | 31 +\", \" templates/web-app/src/app/layout.tsx | 41 +\", \" templates/web-app/src/app/login/form.tsx | 104 +\", \" templates/web-app/src/app/login/page.tsx | 19 +\", \" templates/web-app/src/app/page.tsx | 55 +\", \" templates/web-app/src/app/providers.tsx | 11 +\", \" templates/web-app/src/app/register/form.tsx | 141 +\", \" templates/web-app/src/app/register/page.tsx | 20 +\", \" templates/web-app/src/components/Header.tsx | 42 +\", \" templates/web-app/src/components/logout.tsx | 17 +\", \" templates/web-app/src/components/ui/button.tsx | 56 +\", \" templates/web-app/src/components/ui/form.tsx | 176 +\", \" templates/web-app/src/components/ui/input.tsx | 25 +\", \" templates/web-app/src/components/ui/label.tsx | 26 +\", \" templates/web-app/src/lib/prisma.ts | 28 +\", \" templates/web-app/src/lib/utils.ts | 6 +\", \" templates/web-app/src/types/next-auth.d.ts | 32 +\", \" templates/web-app/tsconfig.json | 27 +\", \" templates/web-static/.dockerignore | 5 +\", \" templates/web-static/.env.example | 17 +\", \" templates/web-static/.gitignore | 43 +\", \" templates/web-static/.prettierrc | 12 +\", \" templates/web-static/AGENTS.md | 130 +\", \" templates/web-static/CLAUDE.md | 99 +\", \" templates/web-static/Dockerfile | 66 +\", \" templates/web-static/README.md | 131 +\", \" templates/web-static/eslint.config.mjs | 21 +\", \" templates/web-static/next.config.ts | 8 +\", \" templates/web-static/package-lock.json | 7039 +++++++++++++++++\", \" templates/web-static/package.json | 28 +\", \" templates/web-static/postcss.config.mjs | 5 +\", \" templates/web-static/project_map.json | 36 +\", \" templates/web-static/public/logo.svg | 5 +\", \" templates/web-static/public/vercel.svg | 1 +\", \" templates/web-static/src/app/favicon.ico | Bin 0 -> 25931 bytes\", \" templates/web-static/src/app/globals.css | 26 +\", \" templates/web-static/src/app/layout.tsx | 63 +\", \" templates/web-static/src/app/not-found.tsx | 37 +\", \" templates/web-static/src/app/page.tsx | 96 +\", \" templates/web-static/src/components/Footer.tsx | 92 +\", \" templates/web-static/src/components/Header.tsx | 113 +\", \" templates/web-static/tailwind.config.js | 9 +\", \" templates/web-static/tsconfig.json | 27 +\", \" test/magi-docker.sh | 29 +\", \" test/model-providers-reasoning.ts | 179 +\", \" test/run-all-tools.sh | 105 +\", \" test/run-tool-docker.sh | 80 +\", \" test/telegram-test.sh | 108 +\", \" test/tools/README.md | 91 +\", \" test/tools/execute-command.ts | 64 +\", \" test/tools/file-operations.ts | 145 +\", \" test/tools/hello-world.ts | 103 +\", \" test/tools/llm-agent-tools.ts | 105 +\", \" test/tools/memory-operations.ts | 102 +\", \" test/tools/sample-custom-tool-with-declarations.ts | 226 +\", \" test/tools/tool-types.d.ts | 265 +\", \" test/tools/web-browser-actions.ts | 113 +\", \" tsconfig.json | 39 +\", \" vitest.config.ts | 42 +\", \" 404 files changed, 102067 insertions(+)\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 164, \"chunk_id\": \"fe65f3\"}",{},"1f0e6b82-f6b6-4201-b253-b2d54d193950",{"_111":108,"_161":-5,"_445":7345},{"_453":473,"_228":474,"_475":-5,"_45":7344},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show --stat HEAD~1\\n\"}",{},"1a6ae45d-07ad-49a0-9081-29812b01d426",{"_111":465,"_161":494,"_445":7352},{"_453":45,"_454":7350},{},[7351],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 125, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git show --stat\", \"commit 0b4ce785dcad0419fe9426e2ca8ea507827ff698 (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:11:12 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f69a7e\"}",{},"cc93fc3a-9012-4079-8eb6-9c44a61b2bf5",{"_111":108,"_161":-5,"_445":7357},{"_453":473,"_228":474,"_475":-5,"_45":1129},{"_451":472},{},"039e6ee9-30e3-4fc1-98cb-98b2f5d8e626",{"_111":108,"_161":-5,"_445":7364},{"_453":45,"_454":7362},{"_482":57,"_483":484,"_451":452},[7363],"I'm checking the previous commit's diff to understand why tool results aren't shown anymore.",{},"d2aa634c-1d86-4674-a70d-70532c79b4db",{"_111":465,"_161":494,"_445":7371},{"_453":45,"_454":7369},{},[7370],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 113, \"output\": [\"root@da432b12e86d:/workspace/magi-system# git log -1 --stat\", \"commit 0b4ce785dcad0419fe9426e2ca8ea507827ff698 (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:11:12 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"58796c\"}",{},"c6483632-07b3-4ae1-a939-7aba836320f8",{"_111":108,"_161":-5,"_445":7376},{"_453":473,"_228":474,"_475":-5,"_45":1314},{"_451":472},{},"cfc0a46b-f97f-4159-b7dc-8da95149ed92",{"_111":108,"_161":-5,"_445":7383},{"_453":45,"_454":7381},{"_482":57,"_483":484,"_451":452},[7382],"AGENTS.md suggests running certain commands, but I can skip them for QA tasks. Let's inspect commits.",{},"2f4feedd-8dd3-48ed-bd49-0b7909b75ad6",{"_111":465,"_161":494,"_445":7390},{"_453":45,"_454":7388},{},[7389],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 112, \"output\": [\"ackroot@da432b12e86d:/workspace/magi-system# ^C\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ecd34f\"}",{},"2039823c-fd6b-44fd-8a5f-cc75828edc7d",{"_111":108,"_161":-5,"_445":7395},{"_453":473,"_228":474,"_475":-5,"_45":5524},{"_451":500},{},"a6b22648-fd11-4f0b-b410-b50dfcce11ad",{"_111":465,"_161":494,"_445":7402},{"_453":45,"_454":7400},{},[7401],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 10, \"output\": [\"root@da432b12e86d:/workspace/magi-system# cat AGENTS.md\", \"# Project Overview\", \"MAGI System is a modular, autonomous AI orchestration framework. It coordinates\", \"specialized agents (Browser, Code, Search, etc.) through a central Overseer runn\", \"ing on Node.js. A React frontend lets users monitor tasks in real-time while Soc\", \"ket.IO keeps the browser, controller, and agents in sync.\", \"\", \"## Setup\", \"Run these before you start work\", \"```bash\", \"npm install\", \"npm run build\", \"```\", \"\", \"## Quality gate\", \"Run these before every commit\", \"```bash\", \"npm run lint:fix\", \"npm run test:tools\", \"```\", \"\", \"## Core Modules & Files\", \"- controller/: Gateway between browser UI and Overseer (Node + TypeScript)\", \" - src/server/server.ts – Express/Socket.IO server entry\", \" - src/client/ – React UI code\", \"- magi/: Core orchestration logic for agents\", \" - src/magi.ts – Main bootstrapping entry for the Overseer\", \" - src/magi_agents/ – Specialized agent implementations\", \" - src/model_providers/ – LLM providers (Anthropic, OpenAI, Google)\", \"- common/: Shared TypeScript utilities and types\", \"- host/: Browser bridge for Chrome automation via CDP\", \"- db/: PostgreSQL migrations and schema\", \"- docker-compose.yml – Container orchestration\", \"\", \"## `project_map.json`\", \"High-level machine-readable index of the repository. Use it to quickly locate en\", \"try points, key directories, and common commands.\", \"\", \"## Build Process\", \"The system relies on Docker for reproducible environments. Use `npm run build` t\", \"o compile TypeScript and build the images.\", \"- `npm run build:host` – compile host utilities only\", \"- `npm run build:docker` – build controller and magi images\", \"\", \"\", \"## Common Bash Commands\", \"```bash\", \"npm install # install all workspaces\", \"npm run setup # configure Chrome and shared volumes\", \"npm run dev # start watchers and Docker services\", \"npm run build # compile TypeScript bundles\", \"npm run build:docker # build controller and magi images\", \"npm run build:host # compile host utilities\", \"npm run browser:start # launch Chrome for browser agent\", \"npm test # run unit tests (Vitest)\", \"npm run test:e2e # run E2E tests (Playwright)\", \"npm run test:tools # execute example custom tools\", \"docker compose up -d # spin up Postgres & pgvector\", \"```\", \"\", \"## Code Style Guidelines\", \"- TypeScript strict mode; run `npm run lint` (ESLint)\", \"- Prettier enforced via Husky pre-commit hooks\", \"- Commit hooks ensure formatting & tests pass\", \"\", \"## Testing Instructions\", \"- Unit tests with Vitest in `test/`\", \"- E2E tests with Playwright in `test/playwright/`\", \"- Example custom tools in `test/tools` (run via `npm run test:tools`)\", \"- Integration tests for individual agents with `test/magi-docker.sh`\", \"- See `docs/TESTING.md` for advanced scenarios\", \"\", \"## Repository Etiquette\", \"- Branch names: `feat/`, `fix/`\", \"- Conventional Commits required\", \"- PRs must pass CI and require at least one approving review\", \"\", \"## Developer Environment Setup\", \"1. `cp .env.example .env` and fill in API keys\", \"2. `npm install`\", \"3. `npm run setup` # builds host tools and prepares Chrome\", \"4. `docker compose up -d db`\", \"5. `npm run dev` – open http://localhost:3010\", \"\", \"## Project-Specific Warnings\", \"- Do NOT commit real API keys. `.env` is git-ignored.\", \"- Heavy tasks may consume OpenAI/Anthropic quotas quickly.\", \"- Agent containers require proper configuration in docker-compose.yml.\", \"\", \"## Key Utility Functions / APIs\", \"- `magi/src/utils/runner.js` – Core agent runner\", \"- `magi/src/utils/history.js` – Conversation history management\", \"- `magi/src/utils/memory.js` – Memory persistence\", \"- `magi/src/model_providers/` – LLM API wrappers\", \"- `controller/src/server/docker_interface.ts` – Container management\", \"\", \"## Special Features\", \"- MECH (Meta-cognition Ensemble Chain-of-thought Hierarchy) - Intelligent model\", \"selection\", \"- Custom Tools - Dynamic tool creation by agents at runtime\", \"- Browser control - CDP-based browser automation\", \"- Multi-provider support - Works with various LLM providers with automatic fallb\", \"ackroot@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4e110b\"}",{},"8618b972-abad-4084-b2e0-6402d59ce294",{"_111":108,"_161":-5,"_445":7407},{"_453":473,"_228":474,"_475":-5,"_45":1472},{"_451":500},{},"95373306-17e8-4130-9fec-9ea1010f2300",{"_111":465,"_161":494,"_445":7414},{"_453":45,"_454":7412},{},[7413],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2, \"output\": [\"root@da432b12e86d:/workspace# cd magi-system\", \"root@da432b12e86d:/workspace/magi-system# ls\", \"AGENTS.md controller magi templates\", \"CLAUDE.md db overseer_review_report.md test\", \"LICENSE docker-compose.yml package-lock.json tsconfig.json\", \"POSTGRES.md docs package.json vitest.config.ts\", \"README.md eslint.config.js project_map.json\", \"common host scripts\", \"root@da432b12e86d:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f3eb58\"}",{},"30c98934-08df-4028-a3bf-73110167a468",{"_111":108,"_161":-5,"_445":7419},{"_453":473,"_228":474,"_475":-5,"_45":1492},{"_451":500},{},"780bb746-3d81-4a0d-a9b0-4c541a767c90",{"_111":465,"_161":494,"_445":7426},{"_453":45,"_454":7424},{},[7425],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 0, \"output\": [\"root@da432b12e86d:/workspace# ls\", \"magi-system\", \"root@da432b12e86d:/workspace#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1c9b25\"}",{},"b0fed12a-a626-461e-8d36-f3c0cf86fe63",{"_111":108,"_161":-5,"_445":7431},{"_453":473,"_228":474,"_475":-5,"_45":1505},{"_451":500},{},"6792312d-ddee-4e58-a7cf-efe7173e7952",{"_111":465,"_161":1513,"_445":7438},{"_453":45,"_454":7436},{},[7437],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 0, \"output\": [], \"num_elided_lines\": 0, \"chunk_id\": \"fdb7f7\"}",{},"c233b9c7-d2c1-4c58-8c1c-6b162aa6a074",{"_111":108,"_161":-5,"_445":7443},{"_453":473,"_228":474,"_475":-5,"_45":1519},{"_451":472},{},"2117ad54-fe04-495a-8177-69c780c53c81",{"_111":108,"_161":-5,"_445":7450},{"_453":45,"_454":7448},{"_482":57,"_483":484,"_451":452},[7449],"I'll check AGENTS.md to see if there are new guidelines regarding tool results.",{},"866ce11c-3f86-4148-aa95-210bbb7782e1",{"_111":261,"_161":-5,"_445":7459},{"_453":45,"_454":7457},{"_1532":7455},{"_1534":7456},[],[7458],"But previously the tool results were appended to the response. That no longer happens. Is that response used anywhere?",{},1747563219.3261874,"Reading 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":1555,"_1561":7480,"_1562":7481},{"_453":45,"_45":7479},"\n\nThe absence of the “Tool Results:” footer doesn’t remove information—the tool outputs are recorded as `function_call_output` messages in the conversation history. They are fed back into a follow-up model call (handled inside `runStreamedWithTools`) so the model can integrate those results before producing the final string that `runSequential` and other callers use. Thus, the response string returned from `runAgentTool` and `runStreamedWithTools` is still used as the agent’s final answer throughout the codebase.",1115,1123,"\n\n`Runner.runStreamedWithTools` still returns a final string, which is consumed by other parts of the system. For example, within `runSequential`, that response becomes `stageOutput`, is added to history, and is forwarded to the controller:\n\n```\nstageOutput = await this.runStreamedWithTools(\n agent,\n undefined, // handled by input function\n stageInputMessages\n);\n// Add the output to history and lastOutput\naddOutput(currentStage, stageOutput);\n```\n",495,506,"The old version of `runAgentTool` appended captured tool results to the return string. The refactored version removed that logic and simply delegates to `Runner.runStreamedWithTools`:\n\n```\n const messages: ResponseInput = [];\n const handlers = {\n onToolCall: agent.onToolCall,\n onToolResult: agent.onToolResult,\n };\n\n try {\n return await Runner.runStreamedWithTools(agent, prompt, messages, handlers);\n } catch (error) {\n console.error(`Error in ${agent.name}: ${error}`);\n return `Error in ${agent.name}: ${error}`;\n }\n```\n",{"_107":261,"_41":91,"_111":261,"_3850":7488,"_3852":-5,"_3853":3854,"_147":89,"_134":7489},[93],[7490],1747563053.588559,{"_107":3775,"_111":261,"_438":7491},[7492],{"_453":45,"_45":7493},"But previously the tool results were appended to the response. That no longer happens. Is that response used anywhere? 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new commit simplifies `runAgentTool` by deleting a large block that manually captured tool events and appended results. The function now just delegates to `Runner.runStreamedWithTools`, relying on the runner to manage tool calls and verification. You can see the simplified logic here:\n\n```\n465 async function runAgentTool(\n...\n495 const messages: ResponseInput = [];\n496 const handlers = {\n497 onToolCall: agent.onToolCall,\n498 onToolResult: agent.onToolResult,\n499 };\n500 \n501 try {\n502 return await Runner.runStreamedWithTools(agent, prompt, messages, handlers);\n503 } catch (error) {\n504 console.error(`Error in ${agent.name}: ${error}`);\n505 return `Error in ${agent.name}: ${error}`;\n506 }\n```\n【F:magi/src/utils/agent.ts†L465-L507】\n\nIn the previous revision, this section contained extensive logic to intercept tool calls and results, accumulate them, and append them to the response string when necessary:\n\n```\n... onToolCall: (toolCall: ToolCall) => { ... }\n... onToolResult: (toolCall: ToolCall, result: string) => { ... }\n... onEvent: (event: StreamingEvent) => { ... }\n... response += '\\n\\nTool Results:\\n' + toolResultsToInclude;\n...\n```\n【F:↩︎745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/agent.ts†L495-L602】\n\nThis change was intentional. The refactor centralizes tool-call handling and new verification logic within `Runner.runStreamedWithTools` and its helper `verifyRun`, keeping the hot path simpler. The constructor now initializes optional verifier agents:\n\n```\n136 this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\n...\n141 if (definition.verifier) {\n142 this.verifier = new Agent({ ...definition.verifier, verifier: undefined });\n143 this.verifier.parent_id = this.agent_id;\n144 }\n```\n【F:magi/src/utils/agent.ts†L128-L144】\n\n`VerifierResult` and related fields are defined in the shared types:\n\n```\n144 export interface VerifierResult {\n145 status: 'pass' | 'fail';\n146 reason?: string;\n147 }\n...\n163 maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per turn\n164 verifier?: AgentDefinition;\n165 maxVerificationAttempts?: number;\n```\n【F:common/shared-types.ts†L144-L165】\n\nOverall, the deletion is deliberate to avoid duplicating logic; `Runner` now handles event streaming, tool results, and verification in one place.",{},"ba963235-fe45-4437-be2c-197ba09a93b5",{"_111":108,"_161":-5,"_445":7725},{"_453":45,"_454":7723},{"_482":57,"_483":484,"_451":452},[7724],"I’ll craft a summary that explains the feature removal and points to the diff lines.",{},"4963c052-45f8-4320-81a8-573653934db5",{"_111":465,"_161":494,"_445":7732},{"_453":45,"_454":7730},{},[7731],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4177, \"output\": [\"root@d5401332a209:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '128,150p'\", \" 128 // Ensure agent-specific tools are attached once ID is assigned\", \" 129 this.model = definition.model;\", \" 130 this.modelClass = definition.modelClass;\", \" 131 this.jsonSchema = definition.jsonSchema;\", \" 132 this.params = definition.params;\", \" 133 this.modelSettings = definition.modelSettings || {};\", \" 134 this.maxToolCalls = definition.maxToolCalls || 200; // Default t\", \"o 10 if not specified\", \" 135 this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerT\", \"urn; // No default, undefined means no limit\", \" 136 this.maxVerificationAttempts = definition.maxVerificationAttempt\", \"s ?? 2;\", \" 137 this.processParams = definition.processParams;\", \" 138 this.historyThread = definition.historyThread;\", \" 139 this.cwd = definition.cwd; // Working directory for model provid\", \"ers that need a real shell\", \" 140\", \" 141 if (definition.verifier) {\", \" 142 this.verifier = new Agent({ ...definition.verifier, verifier\", \": undefined });\", \" 143 this.verifier.parent_id = this.agent_id;\", \" 144 }\", \" 145\", \" 146 this.onToolCall = definition.onToolCall;\", \" 147 this.onToolResult = definition.onToolResult;\", \" 148 // Assert the type to match the class property\", \" 149 this.onRequest = definition.onRequest as (\", \" 150 agent: Agent,\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3ceb7f\"}",{},"6efd270f-f2bb-4739-8583-54b16038fc61",{"_111":108,"_161":-5,"_445":7738},{"_453":473,"_228":474,"_475":-5,"_45":7737},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '128,150p'\\n\"}",{},"1a09e216-abf8-4069-a0c6-f80eb6611683",{"_111":108,"_161":-5,"_445":7745},{"_453":45,"_454":7743},{"_482":57,"_483":484,"_451":452},[7744],"I’ll find the line numbers for the constructor with the updated verifier initialization.",{},"e38031b1-655c-44d4-aa2e-6664d7100287",{"_111":465,"_161":494,"_445":7752},{"_453":45,"_454":7750},{},[7751],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4152, \"output\": [\"root@d5401332a209:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '82,100p'\", \" 82 tools?: ToolFunction[];\", \" 83 model?: string;\", \" 84 modelClass?: ModelClassID;\", \" 85 modelSettings?: ModelSettings;\", \" 86 intelligence?: 'low' | 'standard' | 'high'; // Used to select the mo\", \"del\", \" 87 maxToolCalls: number;\", \" 88 maxToolCallRoundsPerTurn?: number; // Maximum number of tool call ro\", \"unds per turn\", \" 89 verifier?: Agent;\", \" 90 maxVerificationAttempts: number;\", \" 91 args: any;\", \" 92 jsonSchema?: object; // JSON schema for structured output\", \" 93 historyThread?: ResponseInput | undefined;\", \" 94 cwd?: string; // Working directory for the agent (used by model prov\", \"iders that need a real shell)\", \" 95\", \" 96 // Optional callback to preprocess parameters before runAgentTool\", \" 97 params?: ToolParameterMap; // Map of parameter names to their defini\", \"tions\", \" 98 processParams?: (\", \" 99 agent: AgentInterface,\", \" 100 params: Record\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"33f777\"}",{},"24db0191-bbd8-443f-8c79-6fce4b82843c",{"_111":108,"_161":-5,"_445":7758},{"_453":473,"_228":474,"_475":-5,"_45":7757},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '82,100p'\\n\"}",{},"23b257ed-c7fe-4227-b18c-0d98e5129a4f",{"_111":108,"_161":-5,"_445":7765},{"_453":45,"_454":7763},{"_482":57,"_483":484,"_451":452},[7764],"I’ll display the line ranges for the changes made.",{},"0b5d4562-baeb-48e1-8788-ae6a7d9b5411",{"_111":465,"_161":494,"_445":7772},{"_453":45,"_454":7770},{},[7771],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4147, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -n \\\"maxVerificationAttempts\\\" -n -\", \"n magi/src/utils/agent.ts\", \"90: maxVerificationAttempts: number;\", \"136: this.maxVerificationAttempts = definition.maxVerificationAttempts ??\", \" 2;\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e47979\"}",{},"9d3e38e2-0ea3-46ed-80da-dfca1e2e4a87",{"_111":108,"_161":-5,"_445":7778},{"_453":473,"_228":474,"_475":-5,"_45":7777},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"maxVerificationAttempts\\\" -n -n magi/src/utils/agent.ts\\n\"}",{},"c3e236e0-bd2b-4c0e-a62a-aa23fa295a40",{"_111":108,"_161":-5,"_445":7785},{"_453":45,"_454":7783},{"_482":57,"_483":484,"_451":452},[7784],"Looking back, I'll make sure I include earlier lines for the interface edits.",{},"c7f8448d-c256-4448-b7d4-3ebaa5f02888",{"_111":465,"_161":494,"_445":7792},{"_453":45,"_454":7790},{},[7791],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4112, \"output\": [\"root@d5401332a209:/workspace/magi-system# nl -ba common/shared-types.ts | sed -n\", \" '140,170p'\", \" 140 | string\", \" 141 | ToolParameter;\", \" 142 };\", \" 143\", \" 144 export interface VerifierResult {\", \" 145 status: 'pass' | 'fail';\", \" 146 reason?: string;\", \" 147 }\", \" 148\", \" 149 /**\", \" 150 * Definition of an agent with model and tool settings\", \" 151 */\", \" 152 export interface AgentDefinition {\", \" 153 agent_id?: string;\", \" 154 name: string;\", \" 155 description: string;\", \" 156 instructions: string;\", \" 157 workers?: WorkerFunction[];\", \" 158 tools?: ToolFunction[];\", \" 159 model?: string;\", \" 160 modelClass?: ModelClassID;\", \" 161 modelSettings?: ModelSettings;\", \" 162 maxToolCalls?: number;\", \" 163 maxToolCallRoundsPerTurn?: number; // Maximum number of tool call ro\", \"unds per turn\", \" 164 verifier?: AgentDefinition;\", \" 165 maxVerificationAttempts?: number;\", \" 166 jsonSchema?: object; // JSON schema definition for structured output\", \" 167 historyThread?: ResponseInput | undefined;\", \" 168 cwd?: string; // Working directory for model providers that need a r\", \"eal shell context\", \" 169\", \" 170 onToolCall?: (toolCall: ToolCall) => Promise;\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"03ade3\"}",{},"e1e85e1a-76a0-4501-be71-ae74d7f68050",{"_111":108,"_161":-5,"_445":7798},{"_453":473,"_228":474,"_475":-5,"_45":7797},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba common/shared-types.ts | sed -n '140,170p'\\n\"}",{},"b44dad55-fca4-4cdb-831f-a0a2b263f51c",{"_111":108,"_161":-5,"_445":7805},{"_453":45,"_454":7803},{"_482":57,"_483":484,"_451":452},[7804],"The heavy logic was replaced by a simple function call, confirming the deliberate change.",{},"22d31d2a-1103-4946-b392-2d5973015638",{"_111":465,"_161":494,"_445":7812},{"_453":45,"_454":7810},{},[7811],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3986, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/agent.ts | sed -n '480,620p'\", \" if (['mini'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" let toolResultsToInclude = '';\", \" const toolCalls: any[] = [];\", \"\", \" try {\", \" console.log(\", \" `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \" prompt\", \" );\", \"\", \" // Set up handlers for the unified streaming function\", \" const handlers = {\", \" onToolCall: (toolCall: ToolCall) => {\", \" console.log(`${agent.name} intercepted tool call:`, toolCall);\", \" toolCalls.push(toolCall);\", \" },\", \" onToolResult: (toolCall: ToolCall, result: string) => {\", \" try {\", \" console.log(\", \" `${agent.name} intercepted tool result:`,\", \" truncateLargeValues(result)\", \" );\", \" if (result) {\", \" const resultString =\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result, null, 2);\", \"\", \" // Store results so we can include them in the response\", \"if needed\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result: ${resultString.\", \"substring(0, 100)}...`\", \" );\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing intercepted tool result in ${agent.nam\", \"e}:`,\", \" err\", \" );\", \" }\", \" },\", \" onEvent: (event: StreamingEvent) => {\", \" // Capture tool results from tool_done events\", \" if (event.type === 'tool_done') {\", \" try {\", \" const toolEvent = event as ToolEvent;\", \" const results = toolEvent.results;\", \" if (results) {\", \" const resultString =\", \" typeof results === 'string'\", \" ? results\", \" : JSON.stringify(results, null, 2);\", \"\", \" // Only add to results if it's not already included\", \" if (\", \" !toolResultsToInclude.includes(\", \" resultString.substring(\", \" 0,\", \" Math.min(50, resultString.length)\", \" )\", \" )\", \" ) {\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result from str\", \"eam: ${resultString.substring(0, 100)}...`\", \" );\", \" }\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing tool result in ${agent.name}:`,\", \" err\", \" );\", \" }\", \" }\", \" },\", \" };\", \"\", \" // Run the agent with the unified function\", \" let response = await Runner.runStreamedWithTools(\", \" agent,\", \" prompt,\", \" messages,\", \" handlers\", \" );\", \"\", \" // If we have a response but it doesn't seem to include tool results, ap\", \"pend them\", \" if (\", \" response &&\", \" toolResultsToInclude &&\", \" !response.includes(\", \" toolResultsToInclude.substring(\", \" 0,\", \" Math.min(50, toolResultsToInclude.length)\", \" )\", \" )\", \" ) {\", \" // Only append if the tool results aren't already reflected in the r\", \"esponse\", \" console.log(`${agent.name} appending tool results to response`);\", \" response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \" }\", \"\", \" console.log(`${agent.name} final response: ${response}`);\", \" return response || `No response from ${agent.name.toLowerCase()}`;\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3687f7\"}",{},"d3711d3a-e645-4a59-a7e8-3a1866754515",{"_111":108,"_161":-5,"_445":7818},{"_453":473,"_228":474,"_475":-5,"_45":7817},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/agent.ts | sed -n '480,620p'\\n\"}",{},"2a7d9460-1f93-44fe-9152-c1714276394c",{"_111":108,"_161":-5,"_445":7825},{"_453":45,"_454":7823},{"_482":57,"_483":484,"_451":452},[7824],"I'll show the diff for the lines removed in the previous commit.",{},"28e80836-d1d8-4295-9ce7-bcaa80687dea",{"_111":465,"_161":494,"_445":7832},{"_453":45,"_454":7830},{},[7831],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3966, \"output\": [\"root@d5401332a209:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '491,510p'\", \" 491 }\", \" 492 break;\", \" 493 }\", \" 494\", \" 495 const messages: ResponseInput = [];\", \" 496 const handlers = {\", \" 497 onToolCall: agent.onToolCall,\", \" 498 onToolResult: agent.onToolResult,\", \" 499 };\", \" 500\", \" 501 try {\", \" 502 return await Runner.runStreamedWithTools(agent, prompt, messages\", \", handlers);\", \" 503 } catch (error) {\", \" 504 console.error(`Error in ${agent.name}: ${error}`);\", \" 505 return `Error in ${agent.name}: ${error}`;\", \" 506 }\", \" 507 }\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"83b81f\"}",{},"2472b6a1-4b3c-4a26-a730-4cbe7e8cf4de",{"_111":108,"_161":-5,"_445":7838},{"_453":473,"_228":474,"_475":-5,"_45":7837},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '491,510p'\\n\"}",{},"acd5e828-4e34-4876-9b92-e23dfb38d756",{"_111":108,"_161":-5,"_445":7845},{"_453":45,"_454":7843},{"_482":57,"_483":484,"_451":452},[7844],"The simpler `runAgentTool` removes redundancy by delegating tool results to the `Runner`.",{},"481542d4-87a6-4737-8309-6f69645598e2",{"_111":465,"_161":494,"_445":7852},{"_453":45,"_454":7850},{},[7851],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3923, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '130,170p' magi/src/utils/histo\", \"ry.ts\", \"\", \" // Assistant Thought / Response\", \" if ('role' in message && message.role === 'assistant') {\", \" if ('type' in message && message.type === 'thinking') {\", \" return 'AssistantThought';\", \" }\", \" // Default assistant role messages as responses\", \" return 'AssistantResponse';\", \" }\", \"\", \" // Tool Calls (TalkToUser vs Standard)\", \" if ('type' in message && message.type === 'function_call') {\", \" if ('name' in message && message.name === talkToUserToolName) {\", \" return 'TalkToUserToolCall';\", \" }\", \" return 'ToolCall';\", \" }\", \"\", \" // Tool Results / Errors\", \" if ('type' in message && message.type === 'function_call_output') {\", \" // Check if the output content indicates an error\", \" if (\", \" 'output' in message &&\", \" typeof message.output === 'string' &&\", \" (message.output.toLowerCase().includes('\\\"error\\\":') ||\", \" message.output.toLowerCase().includes('error:'))\", \" ) {\", \" return 'ToolError';\", \" }\", \" return 'ToolResult';\", \" }\", \"\", \" // Fallback for unknown types\", \" console.warn(\", \" '[History] Unknown message type encountered during categorization:',\", \" message\", \" );\", \" return 'Unknown';\", \"}\", \"\", \"// Helper function to find related tool result for a tool call\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0952ac\"}",{},"b1ebed16-ae03-41c1-bd4e-311d6107b02b",{"_111":108,"_161":-5,"_445":7858},{"_453":473,"_228":474,"_475":-5,"_45":7857},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '130,170p' magi/src/utils/history.ts\\n\"}",{},"57a4d03a-23de-4704-af34-0e173e8929f6",{"_111":108,"_161":-5,"_445":7865},{"_453":45,"_454":7863},{"_482":57,"_483":484,"_451":452},[7864],"I'll take a look at the content of history.ts to check its details.",{},"88f9a5a0-01e1-48ac-a91a-6c6cce0108f0",{"_111":465,"_161":494,"_445":7872},{"_453":45,"_454":7870},{},[7871],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3921, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -R \\\"Tool Results\\\" -n | head\", \"magi/src/utils/history.ts:148: // Tool Results / Errors\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2d40c2\"}",{},"b9b1ac42-eeeb-4fcd-a571-ca0bc8608152",{"_111":108,"_161":-5,"_445":7878},{"_453":473,"_228":474,"_475":-5,"_45":7877},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"Tool Results\\\" -n | head\\n\"}",{},"76d1e008-4041-4a1a-9c97-a38732b7ce50",{"_111":108,"_161":-5,"_445":7885},{"_453":45,"_454":7883},{"_482":57,"_483":484,"_451":452},[7884],"It looks like the patch simplifies things, but I’ll check if any features were unintentionally lost in the process. I'll confirm the reasoning behind removing those extra features.",{},"ceabe64e-67a7-4498-9aa5-0c1200b74d96",{"_111":465,"_161":494,"_445":7892},{"_453":45,"_454":7890},{},[7891],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3915, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -R \\\"runAgentTool(\\\" -n\", \"magi/src/utils/agent.ts:221: return runAgentTool(agent, promp\", \"t, intelligence);\", \"magi/src/utils/agent.ts:262: return runAgentTool(agent, prompt, i\", \"ntelligence);\", \"magi/src/utils/agent.ts:464:async function runAgentTool(\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"bc156b\"}",{},"5d605487-b07f-49ea-b0ff-ef15960cf3cf",{"_111":108,"_161":-5,"_445":7898},{"_453":473,"_228":474,"_475":-5,"_45":7897},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -R \\\"runAgentTool(\\\" -n\\n\"}",{},"5e908702-a2a6-4f0e-a870-d6fe130913b5",{"_111":108,"_161":-5,"_445":7905},{"_453":45,"_454":7903},{"_482":57,"_483":484,"_451":452},[7904],"Yes, it was intentional to remove manual instrumentations and use Runner's unify function.",{},"78f9d04a-401c-452f-b023-94eee4d66274",{"_111":465,"_161":494,"_445":7912},{"_453":45,"_454":7910},{},[7911],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3746, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show HEAD | sed -n '140,290p'\", \"- console.log(\", \"- `${agent.name} captured tool result: ${resultString\", \".substring(0, 100)}...`\", \"- );\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing intercepted tool result in ${agent.na\", \"me}:`,\", \"- err\", \"- );\", \"- }\", \"- },\", \"- onEvent: (event: StreamingEvent) => {\", \"- // Capture tool results from tool_done events\", \"- if (event.type === 'tool_done') {\", \"- try {\", \"- const toolEvent = event as ToolEvent;\", \"- const results = toolEvent.results;\", \"- if (results) {\", \"- const resultString =\", \"- typeof results === 'string'\", \"- ? results\", \"- : JSON.stringify(results, null, 2);\", \"-\", \"- // Only add to results if it's not already included\", \"- if (\", \"- !toolResultsToInclude.includes(\", \"- resultString.substring(\", \"- 0,\", \"- Math.min(50, resultString.length)\", \"- )\", \"- )\", \"- ) {\", \"- toolResultsToInclude += resultString + '\\\\n';\", \"- console.log(\", \"- `${agent.name} captured tool result from st\", \"ream: ${resultString.substring(0, 100)}...`\", \"- );\", \"- }\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing tool result in ${agent.name}:`,\", \"- err\", \"- );\", \"- }\", \"- }\", \"- },\", \"- };\", \"-\", \"- // Run the agent with the unified function\", \"- let response = await Runner.runStreamedWithTools(\", \"- agent,\", \"- prompt,\", \"- messages,\", \"- handlers\", \"- );\", \"-\", \"- // If we have a response but it doesn't seem to include tool results, a\", \"ppend them\", \"- if (\", \"- response &&\", \"- toolResultsToInclude &&\", \"- !response.includes(\", \"- toolResultsToInclude.substring(\", \"- 0,\", \"- Math.min(50, toolResultsToInclude.length)\", \"- )\", \"- )\", \"- ) {\", \"- // Only append if the tool results aren't already reflected in the\", \"response\", \"- console.log(`${agent.name} appending tool results to response`);\", \"- response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \"- }\", \"-\", \"- console.log(`${agent.name} final response: ${response}`);\", \"- return response || `No response from ${agent.name.toLowerCase()}`;\", \"+ return await Runner.runStreamedWithTools(agent, prompt, messages, handl\", \"ers);\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \"diff --git a/magi/src/utils/runner.ts b/magi/src/utils/runner.ts\", \"index 5a5d22c..513e3d1 100644\", \"--- a/magi/src/utils/runner.ts\", \"+++ b/magi/src/utils/runner.ts\", \"@@ -21,6 +21,7 @@ import type {\", \" StreamEventType,\", \" ErrorEvent,\", \" ResponseOutputMessage,\", \"+ VerifierResult,\", \" } from '../types/shared-types.js';\", \" import { Agent } from './agent.js';\", \" import { getModelProvider } from '../model_providers/model_provider.js';\", \"@@ -453,6 +454,38 @@ export class Runner {\", \" };\", \" } // End of runStreamed\", \"\", \"+ /**\", \"+ * Run a verifier agent against `output` and return its structured result.\", \"+ * The verifier must return JSON or a plain string that parses into Verifie\", \"rResult.\", \"+ */\", \"+ static async verifyRun(\", \"+ verifier: Agent,\", \"+ output: string,\", \"+ history: ResponseInput,\", \"+ handlers: ToolCallHandler,\", \"+ allowed: StreamEventType[] | null,\", \"+ ): Promise {\", \"+ const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.pare\", \"nt_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser outp\", \"ut:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \"+\", \"+ const raw = await Runner.runStreamedWithTools(\", \"+ verifier,\", \"+ verifyPrompt,\", \"+ history,\", \"+ handlers,\", \"+ allowed,\", \"+ 0,\", \"+ undefined,\", \"+ true\", \"+ );\", \"+\", \"+ try {\", \"+ return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.pars\", \"e(String(raw));\", \"+ } catch {\", \"+ const txt = raw.toString().trim().toLowerCase();\", \"+ return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fai\", \"l', reason: raw as string };\", \"+ }\", \"+ }\", \"+\", \" /**\", \" * Unified function to run an agent with streaming and handle all events in\", \"cluding tool calls\", \" */\", \"@@ -463,7 +496,9 @@ export class Runner {\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across r\", \"ecursive calls\", \"- communicationManager?: any // Add optional communicationManager paramet\", \"er\", \"+ communicationManager?: any, // Add optional communicationManager parame\", \"ter\", \"+ skipVerifier = false,\", \"+ verificationAttempt = 0\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \"@@ -903,6 +938,47 @@ export class Runner {\", \"\", \" agent.model = undefined; // Allow a new model to be selected for th\", \"e next run\", \"\", \"+ // ── post-run verification ───────────────────────────────────────\", \"───────\", \"+ if (!skipVerifier && agent.verifier) {\", \"+ const vResult = await Runner.verifyRun(\", \"+ agent.verifier,\", \"+ fullResponse,\", \"+ conversationHistory,\", \"+ handlers,\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b0340f\"}",{},"aa9502ea-940a-4c5b-a25e-380569e73bcc",{"_111":108,"_161":-5,"_445":7918},{"_453":473,"_228":474,"_475":-5,"_45":7917},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD | sed -n '140,290p'\\n\"}",{},"f0f365d1-fb8d-4cd6-b05b-506a514de4fc",{"_111":108,"_161":-5,"_445":7925},{"_453":45,"_454":7923},{"_482":57,"_483":484,"_451":452},[7924],"The diff seems long—I'll display lines from 470 to 530 for clarity.",{},"53db6644-8740-406e-b436-607a0cc798e9",{"_111":465,"_161":494,"_445":7932},{"_453":45,"_454":7930},{},[7931],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3744, \"output\": [\"root@d5401332a209:/workspace/magi-system# git diff --unified=5 HEAD~1 HEAD magi/\", \"src/utils/agent.ts | sed -n '445,530p'\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"dd9404\"}",{},"fbb9465a-2a2a-43b2-a4b4-df04543b8ef2",{"_111":108,"_161":-5,"_445":7938},{"_453":473,"_228":474,"_475":-5,"_45":7937},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git diff --unified=5 HEAD~1 HEAD magi/src/utils/agent.ts | sed -n '445,530p'\\n\"}",{},"0e857022-5db1-4314-bffe-fc52d0f562b2",{"_111":108,"_161":-5,"_445":7945},{"_453":45,"_454":7943},{"_482":57,"_483":484,"_451":452},[7944],"The patch might be from an earlier commit, so I'll reveal the entire diff.",{},"8b4f8283-6c4a-4180-9d35-d0022c38131e",{"_111":465,"_161":494,"_445":7952},{"_453":45,"_454":7950},{},[7951],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3742, \"output\": [\"root@d5401332a209:/workspace/magi-system# git diff HEAD~1 HEAD magi/src/utils/ag\", \"ent.ts | sed -n '450,520p'\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9e8d42\"}",{},"06b83ece-9066-4116-bb21-aa672b63c053",{"_111":108,"_161":-5,"_445":7958},{"_453":473,"_228":474,"_475":-5,"_45":7957},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git diff HEAD~1 HEAD magi/src/utils/agent.ts | sed -n '450,520p'\\n\"}",{},"2a6be396-8987-4c88-9abe-a3198cfb4e50",{"_111":108,"_161":-5,"_445":7965},{"_453":45,"_454":7963},{"_482":57,"_483":484,"_451":452},[7964],"I'll show the diff again to highlight the large code removal we discussed earlier.",{},"9bbf8e1f-4b90-436f-85d5-22a367d2e8b9",{"_111":465,"_161":494,"_445":7972},{"_453":45,"_454":7970},{},[7971],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3740, \"output\": [\"root@d5401332a209:/workspace/magi-system# git diff HEAD~1 HEAD magi/src/utils/ag\", \"ent.ts | sed -n '487,545p'\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"1f1ead\"}",{},"8f0e09e3-cd63-4889-b398-d4b5319fc013",{"_111":108,"_161":-5,"_445":7978},{"_453":473,"_228":474,"_475":-5,"_45":7977},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git diff HEAD~1 HEAD magi/src/utils/agent.ts | sed -n '487,545p'\\n\"}",{},"da883666-5cc9-4ed7-b70a-27d2a45a4b3b",{"_111":108,"_161":-5,"_445":7985},{"_453":45,"_454":7983},{"_482":57,"_483":484,"_451":452},[7984],"I’ll display the diff lines around 487 to highlight the 100-line removal.",{},"47ab0ea3-880d-4015-b211-d7b416ff00c0",{"_111":465,"_161":494,"_445":7992},{"_453":45,"_454":7990},{},[7991],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3694, \"output\": [\"root@d5401332a209:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '465,515p'\", \" 465 agent: Agent,\", \" 466 prompt: string,\", \" 467 intelligence?: 'low' | 'standard' | 'high'\", \" 468 ): Promise {\", \" 469 // Ensure these values are set to undefined if not provided\", \" 470 agent.intelligence = intelligence || undefined;\", \" 471\", \" 472 const modelClass = agent.modelClass || 'standard';\", \" 473 switch (agent.intelligence) {\", \" 474 case 'low':\", \" 475 if (['standard'].includes(modelClass)) {\", \" 476 agent.modelClass = 'mini';\", \" 477 }\", \" 478 if (['code', 'reasoning'].includes(modelClass)) {\", \" 479 agent.modelClass = 'standard';\", \" 480 }\", \" 481 break;\", \" 482 case 'standard':\", \" 483 // No change needed?\", \" 484 break;\", \" 485 case 'high':\", \" 486 if (['mini'].includes(modelClass)) {\", \" 487 agent.modelClass = 'standard';\", \" 488 }\", \" 489 if (['standard'].includes(modelClass)) {\", \" 490 agent.modelClass = 'reasoning';\", \" 491 }\", \" 492 break;\", \" 493 }\", \" 494\", \" 495 const messages: ResponseInput = [];\", \" 496 const handlers = {\", \" 497 onToolCall: agent.onToolCall,\", \" 498 onToolResult: agent.onToolResult,\", \" 499 };\", \" 500\", \" 501 try {\", \" 502 return await Runner.runStreamedWithTools(agent, prompt, messages\", \", handlers);\", \" 503 } catch (error) {\", \" 504 console.error(`Error in ${agent.name}: ${error}`);\", \" 505 return `Error in ${agent.name}: ${error}`;\", \" 506 }\", \" 507 }\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"790e47\"}",{},"e781efa9-0359-48fc-bbbd-7e2aeef0b0ed",{"_111":108,"_161":-5,"_445":7998},{"_453":473,"_228":474,"_475":-5,"_45":7997},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '465,515p'\\n\"}",{},"71adc553-c99b-4615-ba7f-4fffaff28db1",{"_111":108,"_161":-5,"_445":8005},{"_453":45,"_454":8003},{"_482":57,"_483":484,"_451":452},[8004],"The changes were intentional as logic was moved to Runner. I'll confirm no features are lost.\n\nrunStreamedWithTools handles tool results, making previous logic redundant. Let's reference the new diff.",{},"bc07cad4-3a96-4cd4-b846-fa185ec00395",{"_111":465,"_161":494,"_445":8012},{"_453":45,"_454":8010},{},[8011],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3646, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '980,1020p' magi/src/utils/runn\", \"er.ts\", \" }\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \" * @param input The initial input to the first agent\", \" * @param maxRetries Maximum number of retries per stage before giving up\", \" * @param maxTotalRetries Maximum total retries across all stages before giv\", \"ing up\", \" * @returns The final response from the last successful agent in the chain\", \" */\", \" static async runSequential(\", \" agentSequence: RunnerConfig,\", \" input: string,\", \" maxRetries: number = 3,\", \" maxTotalRetries: number = 10\", \" ): Promise {\", \" const history: ResponseInput = [\", \" { type: 'message', role: 'user', content: input },\", \" ];\", \" const lastOutput: Record = {};\", \" let agent_id: string = '';\", \"\", \" let currentStage = Object.keys(agentSequence)[0]; // Start with the firs\", \"t stage\", \" let totalRetries = 0;\", \" const stageRetries: Record = {};\", \"\", \" const comm = getCommunicationManager();\", \"\", \" function addOutput(stage: string, output: string) {\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0202bc\"}",{},"243d7965-1f2b-47b4-85a5-cab53a3fbb2a",{"_111":108,"_161":-5,"_445":8018},{"_453":473,"_228":474,"_475":-5,"_45":8017},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '980,1020p' magi/src/utils/runner.ts\\n\"}",{},"97fd2670-d2d4-4b84-8845-839d53b91a37",{"_111":465,"_161":494,"_445":8025},{"_453":45,"_454":8023},{},[8024],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3576, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '920,980p' magi/src/utils/runne\", \"r.ts\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" // ── post-run verification ────────────────────────────────────────\", \"──────\", \" if (!skipVerifier && agent.verifier) {\", \" const vResult = await Runner.verifyRun(\", \" agent.verifier,\", \" fullResponse,\", \" conversationHistory,\", \" handlers,\", \" allowedEvents\", \" );\", \"\", \" if (\", \" vResult.status === 'fail' &&\", \" verificationAttempt < agent.maxVerificationAttempts\", \" ) {\", \" console.warn(\", \" `[Runner] verifier failed: ${vResult.reason ?? '(no reas\", \"on)'}`\", \" );\", \" const retryHistory: ResponseInput = [\", \" ...conversationHistory,\", \" { type: 'message', role: 'assistant', content: fullRespo\", \"nse },\", \" {\", \" type: 'message',\", \" role: 'developer',\", \" content: `Verifier feedback:\\\\n${vResult.reason ?? '(\", \"none)'}`,\", \" },\", \" ];\", \"\", \" return await Runner.runStreamedWithTools(\", \" agent,\", \" '',\", \" retryHistory,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount,\", \" communicationManager,\", \" false,\", \" verificationAttempt + 1\", \" );\", \" }\", \" }\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"20d7d0\"}",{},"08d3fc6a-e7c7-4b30-9e45-ebd8611e3ce0",{"_111":108,"_161":-5,"_445":8030},{"_453":473,"_228":474,"_475":-5,"_45":7035},{"_451":472},{},"de7c0f23-219d-4be2-b84f-c9e27b35fae7",{"_111":108,"_161":-5,"_445":8037},{"_453":45,"_454":8035},{"_482":57,"_483":484,"_451":452},[8036],"I'll open lines 920 to 970 to check the relevant sections.",{},"842a7266-801e-4212-9a50-f173d8591f29",{"_111":465,"_161":494,"_445":8044},{"_453":45,"_454":8042},{},[8043],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3566, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -n \\\"Verifier\\\" -n magi/src/utils/r\", \"unner.ts\", \"24: VerifierResult,\", \"459: * The verifier must return JSON or a plain string that parses into Veri\", \"fierResult.\", \"467: ): Promise {\", \"500: skipVerifier = false,\", \"942: if (!skipVerifier && agent.verifier) {\", \"964: content: `Verifier feedback:\\\\n${vResult.reason ?\", \"? '(none)'}`,\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"6353a8\"}",{},"8edfa579-6a6b-43b4-92d4-53115a5338de",{"_111":108,"_161":-5,"_445":8050},{"_453":473,"_228":474,"_475":-5,"_45":8049},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"Verifier\\\" -n magi/src/utils/runner.ts\\n\"}",{},"554aac47-89de-4509-be15-9aff71ba4bfe",{"_111":108,"_161":-5,"_445":8057},{"_453":45,"_454":8055},{"_482":57,"_483":484,"_451":452},[8056],"I'll jump closer to the bottom and continue from there.",{},"544c2200-6600-4159-a161-471d9fa7580d",{"_111":465,"_161":494,"_445":8064},{"_453":45,"_454":8062},{},[8063],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3441, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '520,640p' magi/src/utils/runne\", \"r.ts\", \" // Add the user input message\", \" messageItems.push({\", \" type: 'message',\", \" role: 'user',\", \" content: input,\", \" });\", \" }\", \"\", \" // Use the provided communicationManager if available, otherwise get\", \" the global one\", \" const comm = communicationManager || getCommunicationManager();\", \" for await (const event of stream) {\", \" // Handle different event types\", \" const eventType = event.type as StreamEventType;\", \"\", \" // Call the event handler if provided\", \" if (\", \" allowedEvents === null ||\", \" allowedEvents.includes(eventType)\", \" ) {\", \" comm.send(event);\", \" if (handlers.onEvent) {\", \" handlers.onEvent(event);\", \" }\", \" }\", \"\", \" switch (eventType) {\", \" case 'message_delta':\", \" break;\", \"\", \" case 'message_complete': {\", \" // Accumulate the message content\", \" const message = event as MessageEvent;\", \"\", \" if (message.thinking_content) {\", \" // Add the assistant's thinking\", \" const thinkingMessage: ResponseThinkingMessage = {\", \" type: 'thinking',\", \" role: 'assistant',\", \" content:\", \" message.thinking_content &&\", \" message.thinking_content !== '{empty}'\", \" ? message.thinking_content\", \" : '',\", \" signature: message.thinking_signature || '',\", \" thinking_id: message.message_id || '',\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(thinkingMessage);\", \" if (agent.onThinking) {\", \" await agent.onThinking(thinkingMessage);\", \" }\", \" }\", \"\", \" if (message.content) {\", \" fullResponse = message.content;\", \" // Add the assistant's response\", \" const contentMessage: ResponseOutputMessage = {\", \" id: message.message_id,\", \" type: 'message',\", \" role: 'assistant',\", \" content: message.content,\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(contentMessage);\", \" if (agent.onResponse) {\", \" await agent.onResponse(contentMessage);\", \" }\", \" }\", \" break;\", \" }\", \"\", \" case 'tool_start': {\", \" // Process tool calls\", \" const toolEvent = event as ToolEvent;\", \"\", \" if (\", \" !toolEvent.tool_calls ||\", \" toolEvent.tool_calls.length === 0\", \" ) {\", \" continue;\", \" }\", \"\", \" // Collect tool calls for later use\", \" collectedToolCalls = [\", \" ...collectedToolCalls,\", \" ...toolEvent.tool_calls,\", \" ];\", \"\", \" // Log tool calls for debugging\", \" toolEvent.tool_calls.forEach(call => {\", \" let parsedArgs = {};\", \" try {\", \" if (\", \" call.function.arguments &&\", \" call.function.arguments.trim()\", \" ) {\", \" parsedArgs = JSON.parse(\", \" call.function.arguments\", \" );\", \" }\", \" } catch (parseError) {\", \" console.error(\", \" 'Error parsing tool arguments:',\", \" parseError\", \" );\", \" parsedArgs = { _raw: call.function.arguments };\", \" }\", \"\", \" console.log(\", \" `[Tool Call] ${call.function.name}:`,\", \" parsedArgs\", \" );\", \" });\", \"\", \" // Process all tool calls in parallel, catching signals\", \" let toolResult: string | null = null; // Initialize to n\", \"ull\", \" try {\", \" sendComms({\", \" type: 'agent_status',\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"766cbf\"}",{},"a9b5bc29-c86a-4848-8287-ee66602069b8",{"_111":108,"_161":-5,"_445":8070},{"_453":473,"_228":474,"_475":-5,"_45":8069},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '520,640p' magi/src/utils/runner.ts\\n\"}",{},"30c6b671-d6b8-47e4-8efe-2141b83d09ed",{"_111":465,"_161":494,"_445":8077},{"_453":45,"_454":8075},{},[8076],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3362, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '454,520p' magi/src/utils/runne\", \"r.ts\", \" };\", \" } // End of runStreamed\", \"\", \" /**\", \" * Run a verifier agent against `output` and return its structured result.\", \" * The verifier must return JSON or a plain string that parses into Verifier\", \"Result.\", \" */\", \" static async verifyRun(\", \" verifier: Agent,\", \" output: string,\", \" history: ResponseInput,\", \" handlers: ToolCallHandler,\", \" allowed: StreamEventType[] | null,\", \" ): Promise {\", \" const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.paren\", \"t_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser outpu\", \"t:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \"\", \" const raw = await Runner.runStreamedWithTools(\", \" verifier,\", \" verifyPrompt,\", \" history,\", \" handlers,\", \" allowed,\", \" 0,\", \" undefined,\", \" true\", \" );\", \"\", \" try {\", \" return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.parse\", \"(String(raw));\", \" } catch {\", \" const txt = raw.toString().trim().toLowerCase();\", \" return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fail\", \"', reason: raw as string };\", \" }\", \" }\", \"\", \" /**\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any, // Add optional communicationManager paramet\", \"er\", \" skipVerifier = false,\", \" verificationAttempt = 0\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \" output: string;\", \" }[] = [];\", \"\", \" try {\", \" conversationHistory = [...conversationHistory]; // Clone so that add\", \"itional messages don't affect the original\", \"\", \" const stream = this.runStreamed(agent, input, conversationHistory);\", \"\", \" // Start with initial messages - convert standard message format to\", \"responses format\", \" const messageItems: ResponseInput = [...conversationHistory];\", \"\", \" if (input) {\", \" // Add the user input message\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3a324d\"}",{},"260b7d45-1422-4297-828d-3605c6b50f94",{"_111":108,"_161":-5,"_445":8083},{"_453":473,"_228":474,"_475":-5,"_45":8082},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '454,520p' magi/src/utils/runner.ts\\n\"}",{},"db012c3e-c98b-483f-a090-910bf807f0b5",{"_111":108,"_161":-5,"_445":8090},{"_453":45,"_454":8088},{"_482":57,"_483":484,"_451":452},[8089],"I think the new design sends function call outputs to the LLM automatically. Let’s check.",{},"fd003feb-b852-4319-b4cc-92fa39d0729b",{"_111":465,"_161":494,"_445":8097},{"_453":45,"_454":8095},{},[8096],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3360, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -n \\\"Tool Results\\\" -n magi/src/uti\", \"ls/runner.ts\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c690ca\"}",{},"0aa8820c-fd04-4543-8653-309900fd99f4",{"_111":108,"_161":-5,"_445":8102},{"_453":473,"_228":474,"_475":-5,"_45":5209},{"_451":472},{},"fdb5bbbd-c374-4573-9fec-e7e5fb0d821d",{"_111":108,"_161":-5,"_445":8109},{"_453":45,"_454":8107},{"_482":57,"_483":484,"_451":452},[8108],"I’ll search for any references to “Tool Results” or something similar.",{},"32f33835-a4ae-464e-a0a3-4a4101dc086d",{"_111":465,"_161":494,"_445":8116},{"_453":45,"_454":8114},{},[8115],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3358, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -n \\\"toolResults\\\" -n magi/src/util\", \"s/runner.ts\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"6d8986\"}",{},"188ac172-5798-4a19-bafc-e24df3042f6e",{"_111":108,"_161":-5,"_445":8122},{"_453":473,"_228":474,"_475":-5,"_45":8121},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"toolResults\\\" -n magi/src/utils/runner.ts\\n\"}",{},"e5921837-ebec-4c8f-9ff4-66e411653a12",{"_111":108,"_161":-5,"_445":8129},{"_453":45,"_454":8127},{"_482":57,"_483":484,"_451":452},[8128],"I'll check if the new runStreamedWithTools already includes appended tool results.",{},"29b0aeb3-464e-4b5e-bbb4-eb225e4e942b",{"_111":465,"_161":494,"_445":8136},{"_453":45,"_454":8134},{},[8135],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3184, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | sed -n '1040,1190p'\", \" stageOutput = await this.runStreamedWithTools(\", \" agent,\", \" undefined, // Input string is handled by the stage's inp\", \"ut function\", \" stageInputMessages\", \" );\", \" // Add the output to history and lastOutput\", \" addOutput(currentStage, stageOutput);\", \" }\", \"\", \" // Determine the next stage based on the output string (ensure i\", \"t's not null)\", \" const nextStage = agentSequence[currentStage].next(\", \" stageOutput ?? ''\", \" ); // Use nullish coalescing for safety\", \" if (!nextStage) {\", \" console.log(\", \" '[Runner] No next stage found, ending sequence.'\", \" );\", \" break; // Exit the while loop\", \" }\", \"\", \" // Check that if the next stage is going backwards\", \" const stages = Object.keys(agentSequence);\", \" const currentIndex = stages.indexOf(currentStage);\", \" const nextIndex = nextStage ? stages.indexOf(nextStage) : -1;\", \" if (nextStage && nextIndex < currentIndex) {\", \" // Only increment retries when we're looping back to an earl\", \"ier stage\", \" stageRetries[currentStage]++;\", \" totalRetries++;\", \"\", \" // Retry this stage unless we've hit the limit\", \" if (stageRetries[currentStage] >= maxRetries) {\", \" console.error(\", \" `[Runner] Exceeded max retries for stage ${currentSt\", \"age}`\", \" );\", \" break;\", \" }\", \" }\", \"\", \" // We have another stage, to loop again\", \" currentStage = nextStage;\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error in sequential stage ${currentStage}: ${error\", \"}`\", \" );\", \"\", \" // Record the error as a failure\", \" addOutput(currentStage, `Error: ${error}`);\", \"\", \" // Increment retry counters\", \" stageRetries[currentStage]++;\", \" totalRetries++;\", \"\", \" // Retry this stage unless we've hit the limit\", \" if (stageRetries[currentStage] >= maxRetries) {\", \" console.error(\", \" `[Runner] Exceeded max retries for stage ${currentStage}\", \"`\", \" );\", \" break;\", \" }\", \" }\", \" }\", \"\", \" let output = '';\", \" Object.keys(lastOutput).forEach(key => {\", \" if (lastOutput[key]) {\", \" output += `${capitalize(key)} Output:\\\\n${lastOutput[key]}\\\\n\\\\n`;\", \" }\", \" });\", \"\", \" comm.send({\", \" type: 'process_done',\", \" output,\", \" history,\", \" });\", \"\", \" return output;\", \" }\", \"\", \" /**\", \" * Reorders messages iteratively to ensure that every 'function_call' messag\", \"e\", \" * is immediately followed by its corresponding 'function_call_output' messa\", \"ge.\", \" *\", \" * If a matching 'function_call_output' is found later in the array, it's mo\", \"ved.\", \" * If no matching 'function_call_output' is found for a 'function_call',\", \" * an artificial error 'function_call_output' is inserted.\", \" *\", \" * For orphaned 'function_call_output' messages (without a preceding 'functi\", \"on_call'),\", \" * they are converted to regular messages.\", \" *\", \" * The process repeats until the array is stable (no changes made in a full\", \"pass).\", \" *\", \" * @param messages The array of ResponseInputItem messages to reorder.\", \" * @returns A new array with messages correctly ordered (ResponseInput).\", \" */\", \" public static ensureToolResultSequence(\", \" messages: ResponseInput\", \" ): ResponseInput {\", \" // Work on a mutable copy\", \" const currentMessages: ResponseInput = [...messages]; // Use the specifi\", \"c type\", \" let changedInPass = false;\", \"\", \" // First, collect all function_call IDs to identify orphaned outputs lat\", \"er\", \" const functionCallIds = new Set();\", \" for (const msg of currentMessages) {\", \" if (msg.type === 'function_call') {\", \" functionCallIds.add((msg as ResponseInputFunctionCall).call_id);\", \" }\", \" }\", \"\", \" // Check for orphaned function_call_output messages and convert them to\", \"regular messages\", \" for (let i = 0; i < currentMessages.length; i++) {\", \" const msg = currentMessages[i];\", \" if (msg.type === 'function_call_output') {\", \" const funcOutput = msg as ResponseInputFunctionCallOutput;\", \"\", \" // Check if this is an orphaned output (no matching function_cal\", \"l)\", \" if (!functionCallIds.has(funcOutput.call_id)) {\", \" console.warn(\", \" `[Runner] Found orphaned function_call_output with call_\", \"id ${funcOutput.call_id}. Converting to regular message.`\", \" );\", \"\", \" // Create a regular message with the function name and outpu\", \"t as content\", \" const regularMessage: ResponseInputMessage = {\", \" role: 'user',\", \" type: 'message',\", \" content: `Tool result (${funcOutput.name || 'unknown_too\", \"l'}): ${funcOutput.output}`, // Added fallback for optional name\", \" status: 'completed',\", \" };\", \"\", \" // Replace the orphaned output with the regular message\", \" currentMessages[i] = regularMessage;\", \" changedInPass = true;\", \" }\", \" }\", \" }\", \"\", \" // Now do the regular pairing of function calls and outputs\", \" do {\", \" changedInPass = false;\", \" // No need for numMessages if using while loop with dynamic length c\", \"heck\", \" let i = 0; // Use a while loop or manual index management due to pot\", \"ential splices\", \"\", \" while (\", \" i < currentMessages.length /* Recalculate length each time */\", \" ) {\", \" const currentMsg: ResponseInputItem = currentMessages[i]; // Use\", \" the specific type\", \"\", \" if (currentMsg.type && currentMsg.type === 'function_call') {\", \" // Assert type now that we've checked it\", \" const functionCallMsg =\", \" currentMsg as ResponseInputFunctionCall;\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a4d122\"}",{},"7ff021fa-aae0-4791-a99f-b05e34383934",{"_111":108,"_161":-5,"_445":8142},{"_453":473,"_228":474,"_475":-5,"_45":8141},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/runner.ts | sed -n '1040,1190p'\\n\"}",{},"0a09fb16-6f36-4604-9864-5b3f373f9823",{"_111":108,"_161":-5,"_445":8149},{"_453":45,"_454":8147},{"_482":57,"_483":484,"_451":452},[8148],"Scrolling toward the 1040 section to review changes there.",{},"640c05a6-6005-4697-9ca1-9cf0a9212c78",{"_111":465,"_161":494,"_445":8156},{"_453":45,"_454":8154},{},[8155],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3026, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | sed -n '900,1040p'\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \" * Runs a sequence of agents where each agent can pass data to the next agen\", \"t in the chain.\", \" * The sequence continues until either all agents have run, a failure occurs\", \", or the maximum\", \" * retry count is reached for any stage.\", \" *\", \" * @param agentSequence An object mapping stage names to agent factory funct\", \"ions\", \" * @param input The initial input to the first agent\", \" * @param maxRetries Maximum number of retries per stage before giving up\", \" * @param maxTotalRetries Maximum total retries across all stages before giv\", \"ing up\", \" * @returns The final response from the last successful agent in the chain\", \" */\", \" static async runSequential(\", \" agentSequence: RunnerConfig,\", \" input: string,\", \" maxRetries: number = 3,\", \" maxTotalRetries: number = 10\", \" ): Promise {\", \" const history: ResponseInput = [\", \" { type: 'message', role: 'user', content: input },\", \" ];\", \" const lastOutput: Record = {};\", \" let agent_id: string = '';\", \"\", \" let currentStage = Object.keys(agentSequence)[0]; // Start with the firs\", \"t stage\", \" let totalRetries = 0;\", \" const stageRetries: Record = {};\", \"\", \" const comm = getCommunicationManager();\", \"\", \" function addOutput(stage: string, output: string) {\", \" // Record in the history\", \" history.push({\", \" type: 'message',\", \" role: 'assistant',\", \" status: 'completed',\", \" content: `${capitalize(stage)} Output:\\\\n${output}`,\", \" });\", \"\", \" // Record in the last for this stage\", \" lastOutput[stage] = output;\", \"\", \" // Send update to parent process\", \" comm.send({\", \" type: 'process_updated',\", \" output: `${capitalize(stage)} Output:\\\\n${output}`,\", \" history,\", \" });\", \" }\", \"\", \" // Process the sequence of agents\", \" while (currentStage && totalRetries < maxTotalRetries) {\", \" console.log(`[Runner] Running sequential stage: ${currentStage}`);\", \"\", \" // Initialize retry counter for this stage if not already set\", \" stageRetries[currentStage] = stageRetries[currentStage] || 0;\", \"\", \" try {\", \" const agent = agentSequence[currentStage].agent();\", \" if (!agent_id) {\", \" // Save agent_id for future runs\", \" agent_id = agent.agent_id;\", \" } else {\", \" // If we have an agent_id, make sure we use the same one\", \" agent.agent_id = agent_id;\", \" }\", \"\", \" // Prepare input messages for the current stage\", \" const stageInputMessages = [\", \" ...(agentSequence[currentStage].input?.(\", \" history,\", \" lastOutput\", \" ) || history),\", \" ];\", \"\", \" let stageOutput: string | null = null; // To store the result st\", \"ring\", \" let directExecutionResult: ResponseInput | null = null; // To st\", \"ore the raw ResponseInput if executed directly\", \"\", \" // Check if the agent has a direct execution hook\", \" if (agent.tryDirectExecution) {\", \" directExecutionResult =\", \" await agent.tryDirectExecution(stageInputMessages);\", \" }\", \"\", \" if (directExecutionResult) {\", \" // Direct execution succeeded!\", \" console.log(\", \" `[Runner] Stage ${currentStage} executed directly via tr\", \"yDirectExecution.`\", \" );\", \" // Extract the content string from the ResponseInput for log\", \"ging/next stage input\", \" // Check if the first item is a message-like object with con\", \"tent\", \" if (\", \" Array.isArray(directExecutionResult) &&\", \" directExecutionResult.length > 0\", \" ) {\", \" const firstItem = directExecutionResult[0];\", \" if (\", \" firstItem &&\", \" typeof firstItem === 'object' &&\", \" 'content' in firstItem &&\", \" firstItem.content !== undefined &&\", \" firstItem.content !== null\", \" ) {\", \" stageOutput =\", \" typeof firstItem.content === 'string'\", \" ? firstItem.content\", \" : JSON.stringify(firstItem.content);\", \" }\", \" }\", \"\", \" if (stageOutput === null) {\", \" stageOutput =\", \" 'Direct execution completed but response format was\", \"unexpected or content was empty.';\", \" console.warn(\", \" `[Runner] Unexpected response format or empty conten\", \"t from tryDirectExecution for stage ${currentStage}:`,\", \" directExecutionResult\", \" );\", \" }\", \"\", \" // Add the output to history and lastOutput\", \" addOutput(currentStage, stageOutput);\", \" } else {\", \" // Direct execution skipped or returned null, proceed with s\", \"tandard LLM call\", \" console.log(\", \" `[Runner] Stage ${currentStage} using standard LLM execu\", \"tion (runStreamedWithTools).`\", \" );\", \" stageOutput = await this.runStreamedWithTools(\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4139b8\"}",{},"b597398c-1c40-4525-8459-639729be4052",{"_111":108,"_161":-5,"_445":8162},{"_453":473,"_228":474,"_475":-5,"_45":8161},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/runner.ts | sed -n '900,1040p'\\n\"}",{},"70d5dc68-6369-4987-9ab0-ce85186cfac6",{"_111":465,"_161":494,"_445":8169},{"_453":45,"_454":8167},{},[8168],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2607, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | sed -n '520,900p'\", \" const thinkingMessage: ResponseThinkingMessage = {\", \" type: 'thinking',\", \" role: 'assistant',\", \" content:\", \" message.thinking_content &&\", \" message.thinking_content !== '{empty}'\", \" ? message.thinking_content\", \" : '',\", \" signature: message.thinking_signature || '',\", \" thinking_id: message.message_id || '',\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(thinkingMessage);\", \" if (agent.onThinking) {\", \" await agent.onThinking(thinkingMessage);\", \" }\", \" }\", \"\", \" if (message.content) {\", \" fullResponse = message.content;\", \" // Add the assistant's response\", \" const contentMessage: ResponseOutputMessage = {\", \" id: message.message_id,\", \" type: 'message',\", \" role: 'assistant',\", \" content: message.content,\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(contentMessage);\", \" if (agent.onResponse) {\", \" await agent.onResponse(contentMessage);\", \" }\", \" }\", \" break;\", \" }\", \"\", \" case 'tool_start': {\", \" // Process tool calls\", \" const toolEvent = event as ToolEvent;\", \"\", \" if (\", \" !toolEvent.tool_calls ||\", \" toolEvent.tool_calls.length === 0\", \" ) {\", \" continue;\", \" }\", \"\", \" // Collect tool calls for later use\", \" collectedToolCalls = [\", \" ...collectedToolCalls,\", \" ...toolEvent.tool_calls,\", \" ];\", \"\", \" // Log tool calls for debugging\", \" toolEvent.tool_calls.forEach(call => {\", \" let parsedArgs = {};\", \" try {\", \" if (\", \" call.function.arguments &&\", \" call.function.arguments.trim()\", \" ) {\", \" parsedArgs = JSON.parse(\", \" call.function.arguments\", \" );\", \" }\", \" } catch (parseError) {\", \" console.error(\", \" 'Error parsing tool arguments:',\", \" parseError\", \" );\", \" parsedArgs = { _raw: call.function.arguments };\", \" }\", \"\", \" console.log(\", \" `[Tool Call] ${call.function.name}:`,\", \" parsedArgs\", \" );\", \" });\", \"\", \" // Process all tool calls in parallel, catching signals\", \" let toolResult: string | null = null; // Initialize to n\", \"ull\", \" try {\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'tool_start',\", \" meta_data: {\", \" name: toolEvent.tool_calls[0].function.name,\", \" },\", \" });\", \" toolResult = await processToolCall(\", \" toolEvent,\", \" agent,\", \" handlers\", \" );\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'tool_done',\", \" meta_data: {\", \" name: toolEvent.tool_calls[0].function.name,\", \" },\", \" });\", \" } catch (error) {\", \" // Handle other tool execution errors\", \" console.error(\", \" `[Runner] Error during processToolCall: ${error}\", \"`\", \" );\", \" // Create an error result to send back to the model\", \"if needed,\", \" // or decide how to handle tool execution failures.\", \" // For now, let's create a generic error string.\", \" // We might want to make this more sophisticated lat\", \"er.\", \" toolResult = JSON.stringify({\", \" error: `Tool execution failed: ${error instanceo\", \"f Error ? error.message : String(error)}`,\", \" });\", \"...\", \" agent.modelSettings = {};\", \" }\", \" agent.modelSettings.tool_choice = 'auto';\", \" }\", \"\", \" // Create tool call messages for the next model request\", \" let toolCallMessages: ResponseInput = [];\", \"\", \" // Add the function calls\", \" for (const toolCall of collectedToolCalls) {\", \" // Skip adding to messageItems if the agent has onToolCall h\", \"andler\", \" // The agent's onToolCall will use addHistory instead\", \" messageItems.push({\", \" type: 'function_call',\", \" id: toolCall.id,\", \" call_id: toolCall.call_id || toolCall.id,\", \" name: toolCall.function.name,\", \" arguments: toolCall.function.arguments,\", \" model: agent.model,\", \" });\", \"\", \" // Add the corresponding tool result\", \" const result = collectedToolResults.find(\", \" r => r.call_id === toolCall.call_id || toolCall.id\", \" );\", \" if (result) {\", \" messageItems.push({\", \" type: 'function_call_output',\", \" id: toolCall.id,\", \" call_id: toolCall.call_id || toolCall.id,\", \" name: toolCall.function.name,\", \" output: result.output,\", \" model: agent.model,\", \" });\", \" }\", \" }\", \"\", \" // Use the input array as our messages\", \" toolCallMessages = messageItems; // Use the collected items dire\", \"ctly\", \"\", \" // Run the agent again with the tool results\", \" console.log('[Runner] Running agent with tool call results');\", \"\", \" const followUpResponse = await this.runStreamedWithTools(\", \" agent,\", \" '', // No new user input is needed, history contains results\", \" toolCallMessages,\", \" handlers,\", \" allowedEvents,\", \" toolCallCount // Pass the current toolCallCount to track acr\", \"oss recursive calls\", \" );\", \"\", \" // Use the follow-up response as the final response\", \" if (followUpResponse) {\", \" fullResponse = followUpResponse;\", \" }\", \" }\", \"\", \" // Handle structured JSON output if json_schema is specified\", \" if (agent.modelSettings?.json_schema) {\", \" try {\", \" // Try to parse the response as JSON\", \" let jsonResponse;\", \" try {\", \" jsonResponse = JSON.parse(fullResponse.trim());\", \" console.log(\", \" `[Runner] Successfully parsed JSON response for agen\", \"t ${agent.name}`\", \" );\", \" } catch (error) {\", \" const jsonError = error as Error;\", \" // If we couldn't parse it directly, try to extract JSON\", \" from text\", \" const jsonMatch =\", \" fullResponse.match(\", \" /```(?:json)?\\\\s*({[\\\\s\\\\S]*?})\\\\s*```/\", \" ) || fullResponse.match(/({[\\\\s\\\\S]*})/);\", \"\", \" if (jsonMatch && jsonMatch[1]) {\", \" try {\", \" jsonResponse = JSON.parse(jsonMatch[1].trim());\", \" console.log(\", \" `[Runner] Extracted and parsed JSON from res\", \"ponse for agent ${agent.name}`\", \" );\", \" } catch (err) {\", \" const extractError = err as Error;\", \" throw new Error(\", \" `Failed to parse extracted JSON: ${extractEr\", \"ror.message}`\", \" );\", \" }\", \" } else {\", \" throw new Error(\", \" `Response is not valid JSON and no JSON block co\", \"uld be extracted: ${jsonError.message}`\", \" );\", \" }\", \" }\", \"\", \" // If force_json is true and parsing failed, we might want t\", \"o retry\", \" // But for now, just use the successfully parsed result\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 170, \"chunk_id\": \"e900fc\"}",{},"28228815-6134-43d2-8dc3-cd6c238ca3b8",{"_111":108,"_161":-5,"_445":8175},{"_453":473,"_228":474,"_475":-5,"_45":8174},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/runner.ts | sed -n '520,900p'\\n\"}",{},"1a87c266-9c8a-4666-b3b2-be6c9d93cb64",{"_111":108,"_161":-5,"_445":8182},{"_453":45,"_454":8180},{"_482":57,"_483":484,"_451":452},[8181],"I'll keep scrolling until I reach around line 810.",{},"1542a02c-1f13-4dd5-a655-4a6bdb13a96d",{"_111":465,"_161":494,"_445":8189},{"_453":45,"_454":8187},{},[8188],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2527, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | sed -n '450,520p'\", \" type: 'error',\", \" agent: agent.export(), // Agent state before attempting models\", \" error: 'No suitable initial model found for the specified criteria.'\", \",\", \" };\", \" } // End of runStreamed\", \"\", \" /**\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any // Add optional communicationManager paramete\", \"r\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \" output: string;\", \" }[] = [];\", \"\", \" try {\", \" conversationHistory = [...conversationHistory]; // Clone so that add\", \"itional messages don't affect the original\", \"\", \" const stream = this.runStreamed(agent, input, conversationHistory);\", \"\", \" // Start with initial messages - convert standard message format to\", \"responses format\", \" const messageItems: ResponseInput = [...conversationHistory];\", \"\", \" if (input) {\", \" // Add the user input message\", \" messageItems.push({\", \" type: 'message',\", \" role: 'user',\", \" content: input,\", \" });\", \" }\", \"\", \" // Use the provided communicationManager if available, otherwise get\", \" the global one\", \" const comm = communicationManager || getCommunicationManager();\", \" for await (const event of stream) {\", \" // Handle different event types\", \" const eventType = event.type as StreamEventType;\", \"\", \" // Call the event handler if provided\", \" if (\", \" allowedEvents === null ||\", \" allowedEvents.includes(eventType)\", \" ) {\", \" comm.send(event);\", \" if (handlers.onEvent) {\", \" handlers.onEvent(event);\", \" }\", \" }\", \"\", \" switch (eventType) {\", \" case 'message_delta':\", \" break;\", \"\", \" case 'message_complete': {\", \" // Accumulate the message content\", \" const message = event as MessageEvent;\", \"\", \" if (message.thinking_content) {\", \" // Add the assistant's thinking\", \" const thinkingMessage: ResponseThinkingMessage = {\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"36018a\"}",{},"ff89c422-bf90-4ca4-bfef-008310ec7dda",{"_111":108,"_161":-5,"_445":8195},{"_453":473,"_228":474,"_475":-5,"_45":8194},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/runner.ts | sed -n '450,520p'\\n\"}",{},"4b906b52-4d30-4a58-b6ca-62bc11b82c17",{"_111":108,"_161":-5,"_445":8202},{"_453":45,"_454":8200},{"_482":57,"_483":484,"_451":452},[8201],"I'll check the code between lines 450 and 470 to review any changes.",{},"5271f5d9-7ae2-4be8-9adb-e91808db369d",{"_111":465,"_161":494,"_445":8209},{"_453":45,"_454":8207},{},[8208],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2518, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | grep -n \\\"runStreamedWithTools\\\" | head\", \"459: static async runStreamedWithTools(\", \"831: const followUpResponse = await this.runStreamedWithTools(\", \"909: console.error(`[Runner] Error in runStreamedWithTools: ${error}`\", \");\", \"1038: `[Runner] Stage ${currentStage} using standard LLM\", \"execution (runStreamedWithTools).`\", \"1040: stageOutput = await this.runStreamedWithTools(\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0525f4\"}",{},"0d8def0d-8fa4-4210-b2e6-cb2d4ffd000d",{"_111":108,"_161":-5,"_445":8214},{"_453":473,"_228":474,"_475":-5,"_45":4810},{"_451":472},{},"4021e498-e23a-40a8-ac92-c157434cbf4b",{"_111":108,"_161":-5,"_445":8221},{"_453":45,"_454":8219},{"_482":57,"_483":484,"_451":452},[8220],"Looks like the string may not appear due to truncation. I'll check further down.",{},"31c15b75-d283-496b-9077-573b5f463888",{"_111":465,"_161":494,"_445":8228},{"_453":45,"_454":8226},{},[8227],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2496, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2:magi/src/utils/runner.ts | head -n 20\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import type {\", \" StreamingEvent,\", \" ToolEvent,\", \" MessageEvent,\", \" ToolCall,\", \" ResponseInput,\", \" ToolCallHandler,\", \" RunnerConfig,\", \" ResponseInputItem,\", \" ResponseInputFunctionCall,\", \" ResponseInputFunctionCallOutput,\", \" ResponseInputMessage,\", \" ResponseThinkingMessage,\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"fe02bb\"}",{},"9231a950-5d5e-4069-80f0-7f0200b2d5c4",{"_111":108,"_161":-5,"_445":8234},{"_453":473,"_228":474,"_475":-5,"_45":8233},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2:magi/src/utils/runner.ts | head -n 20\\n\"}",{},"1445ab62-e966-427f-99c2-f52bd9e07c43",{"_111":108,"_161":-5,"_445":8241},{"_453":45,"_454":8239},{"_482":57,"_483":484,"_451":452},[8240],"The short commit ID gave an error; I'll switch to the full 745b81dcfb4c ID.",{},"52f548c6-5c80-4a79-81c0-2ebba9f14de7",{"_111":465,"_161":494,"_445":8248},{"_453":45,"_454":8246},{},[8247],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2493, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -n \\\"runStreamedWithTools\\\" -n 745b\", \"81d:magi/src/utils/runner.ts | head\", \"grep: 745b81d:magi/src/utils/runner.ts: No such file or directory\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"080038\"}",{},"eba98f4a-4a3c-4f6e-8aa4-4932e1cccc63",{"_111":108,"_161":-5,"_445":8254},{"_453":473,"_228":474,"_475":-5,"_45":8253},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"runStreamedWithTools\\\" -n 745b81d:magi/src/utils/runner.ts | head\\n\"}",{},"1dfa80c4-23dd-4af2-8518-1d9b3bb7f55f",{"_111":108,"_161":-5,"_445":8261},{"_453":45,"_454":8259},{"_482":57,"_483":484,"_451":452},[8260],"I'll look up the 'runStreamedWithTools' function to find the previous version.",{},"fa39d249-03ca-4b1e-9e21-daf4dd990430",{"_111":465,"_161":494,"_445":8268},{"_453":45,"_454":8266},{},[8267],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2451, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81d:magi/src/utils/runner\", \".ts | head -n 40\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import type {\", \" StreamingEvent,\", \" ToolEvent,\", \" MessageEvent,\", \" ToolCall,\", \" ResponseInput,\", \" ToolCallHandler,\", \" RunnerConfig,\", \" ResponseInputItem,\", \" ResponseInputFunctionCall,\", \" ResponseInputFunctionCallOutput,\", \" ResponseInputMessage,\", \" ResponseThinkingMessage,\", \" StreamEventType,\", \" ErrorEvent,\", \" ResponseOutputMessage,\", \"} from '../types/shared-types.js';\", \"import { Agent } from './agent.js';\", \"import { getModelProvider } from '../model_providers/model_provider.js';\", \"import {\", \" findModel,\", \" MODEL_CLASSES,\", \" ModelClassID,\", \" ModelEntry,\", \"} from '../model_providers/model_data.js';\", \"import { getModelFromClass } from '../model_providers/model_provider.js';\", \"import { processToolCall } from './tool_call.js';\", \"import { capitalize } from './llm_utils.js';\", \"import { getCommunicationManager, sendComms } from './communication.js';\", \"import { isPaused, sleep } from './communication.js';\", \"import { mechState, getModelScore } from './mech_state.js';\", \"\", \"const EVENT_TIMEOUT_MS = 300000; // 5 min timeout for events\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"87bae6\"}",{},"9c9e9fea-acb0-48dd-9dd5-f289bbc4f047",{"_111":108,"_161":-5,"_445":8274},{"_453":473,"_228":474,"_475":-5,"_45":8273},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81d:magi/src/utils/runner.ts | head -n 40\\n\"}",{},"06095af8-a355-440a-b1e5-8880a77c8113",{"_111":108,"_161":-5,"_445":8281},{"_453":45,"_454":8279},{"_482":57,"_483":484,"_451":452},[8280],"Hmm, I think the commit is available. Let me double-check the file path I used.",{},"18728ae7-c9bb-4026-9941-b6d107725aba",{"_111":465,"_161":494,"_445":8288},{"_453":45,"_454":8286},{},[8287],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2438, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81dcfb4c6822c033b17836d32\", \"5c2fbcf22f2 --stat | head\", \"commit 745b81dcfb4c6822c033b17836d325c2fbcf22f2\", \"Author: James Peter \", \"Date: Sun May 18 12:51:08 2025 +1000\", \"\", \" Merge pull request #17 from has-context/codex/update-magi-context-for-projec\", \"t-workflows\", \"\", \" .dockerignore | 32 +\", \" .editorconfig | 14 +\", \" .env.example | 51 +\", \" .gitignore | 76 +\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e75009\"}",{},"e1216f96-9a46-40df-8c61-80a3df117100",{"_111":108,"_161":-5,"_445":8294},{"_453":473,"_228":474,"_475":-5,"_45":8293},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81dcfb4c6822c033b17836d325c2fbcf22f2 --stat | head\\n\"}",{},"0e8a2ba7-11b5-441a-890a-ac3988716fb1",{"_111":108,"_161":-5,"_445":8301},{"_453":45,"_454":8299},{"_482":57,"_483":484,"_451":452},[8300],"I’ll confirm if commit 745b81d was used before and check the path.",{},"14b4f46a-2be6-4245-ae16-0a3194e89608",{"_111":465,"_161":494,"_445":8308},{"_453":45,"_454":8306},{},[8307],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2435, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -n \\\"runStreamedWithTools\\\" -n 745b\", \"81d:magi/src/utils/runner.ts | head\", \"grep: 745b81d:magi/src/utils/runner.ts: No such file or directory\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"5fab02\"}",{},"391ca7fc-143b-4813-a4d7-899d9162baf9",{"_111":108,"_161":-5,"_445":8313},{"_453":473,"_228":474,"_475":-5,"_45":8253},{"_451":472},{},"017782ce-9da5-46d4-b73c-fb300f9c47dc",{"_111":108,"_161":-5,"_445":8320},{"_453":45,"_454":8318},{"_482":57,"_483":484,"_451":452},[8319],"I noticed the previous commit lacks verifyRun, so I'll check runStreamedWithTools at HEAD1.",{},"417429f4-1d13-4729-993f-4ea1279cbca1",{"_111":465,"_161":494,"_445":8327},{"_453":45,"_454":8325},{},[8326],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2433, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81d:magi/src/utils/runner\", \".ts | grep -n \\\"verifyRun\\\" -n\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"260d88\"}",{},"53c63e64-82a2-4be6-b2e1-50770d9d0c3e",{"_111":108,"_161":-5,"_445":8333},{"_453":473,"_228":474,"_475":-5,"_45":8332},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81d:magi/src/utils/runner.ts | grep -n \\\"verifyRun\\\" -n\\n\"}",{},"304c153d-89f7-440f-bac3-d26d93d95bdf",{"_111":108,"_161":-5,"_445":8340},{"_453":45,"_454":8338},{"_482":57,"_483":484,"_451":452},[8339],"I'll check if the updated runStreamedWithTools includes the capturing logic from the old version.",{},"61528ec7-d676-4598-bfc4-5f94aabac4dd",{"_111":465,"_161":494,"_445":8347},{"_453":45,"_454":8345},{},[8346],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2381, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '460,520p' magi/src/utils/agent\", \".ts\", \"\", \"/**\", \" * Run an agent and capture its streamed response, including any confidence sign\", \"als\", \" */\", \"async function runAgentTool(\", \" agent: Agent,\", \" prompt: string,\", \" intelligence?: 'low' | 'standard' | 'high'\", \"): Promise {\", \" // Ensure these values are set to undefined if not provided\", \" agent.intelligence = intelligence || undefined;\", \"\", \" const modelClass = agent.modelClass || 'standard';\", \" switch (agent.intelligence) {\", \" case 'low':\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'mini';\", \" }\", \" if (['code', 'reasoning'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" break;\", \" case 'standard':\", \" // No change needed?\", \" break;\", \" case 'high':\", \" if (['mini'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" const handlers = {\", \" onToolCall: agent.onToolCall,\", \" onToolResult: agent.onToolResult,\", \" };\", \"\", \" try {\", \" return await Runner.runStreamedWithTools(agent, prompt, messages, handle\", \"rs);\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7b5260\"}",{},"a5399941-ee9b-41f7-a63c-df89d794da3a",{"_111":108,"_161":-5,"_445":8353},{"_453":473,"_228":474,"_475":-5,"_45":8352},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '460,520p' magi/src/utils/agent.ts\\n\"}",{},"f0d2552e-a90e-459b-94f7-5d53cf762870",{"_111":465,"_161":494,"_445":8360},{"_453":45,"_454":8358},{},[8359],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2375, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -n \\\"runAgentTool\\\" -n magi/src/uti\", \"ls/agent.ts\", \"96: // Optional callback to preprocess parameters before runAgentTool\", \"221: return runAgentTool(agent, prompt, intelligence);\", \"262: return runAgentTool(agent, prompt, intelligence);\", \"464:async function runAgentTool(\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9e5bce\"}",{},"baa6f2b1-7921-47ff-8fa1-033d7326dd4f",{"_111":108,"_161":-5,"_445":8366},{"_453":473,"_228":474,"_475":-5,"_45":8365},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"runAgentTool\\\" -n magi/src/utils/agent.ts\\n\"}",{},"619807c4-9862-47dc-9017-60eafb0acca7",{"_111":108,"_161":-5,"_445":8373},{"_453":45,"_454":8371},{"_482":57,"_483":484,"_451":452},[8372],"The change is intentional to reduce duplication and rely on Runner, but let's double-check for missing features.",{},"19979eb2-51d2-4e46-9814-496be4c27963",{"_111":465,"_161":494,"_445":8380},{"_453":45,"_454":8378},{},[8379],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2191, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '640,800p' magi/src/utils/runne\", \"r.ts\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'tool_start',\", \" meta_data: {\", \" name: toolEvent.tool_calls[0].function.name,\", \" },\", \" });\", \" toolResult = await processToolCall(\", \" toolEvent,\", \" agent,\", \" handlers\", \" );\", \" sendComms({\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'tool_done',\", \" meta_data: {\", \" name: toolEvent.tool_calls[0].function.name,\", \" },\", \" });\", \" } catch (error) {\", \" // Handle other tool execution errors\", \" console.error(\", \" `[Runner] Error during processToolCall: ${error}\", \"`\", \" );\", \" // Create an error result to send back to the model\", \"if needed,\", \" // or decide how to handle tool execution failures.\", \" // For now, let's create a generic error string.\", \" // We might want to make this more sophisticated lat\", \"er.\", \" toolResult = JSON.stringify({\", \" error: `Tool execution failed: ${error instanceo\", \"f Error ? error.message : String(error)}`,\", \" });\", \" // Optionally, re-throw if tool errors should halt t\", \"he process: throw error;\", \" }\", \"\", \" // Parse tool results for better logging (only if toolRe\", \"sult is not null)\", \" let parsedResults = null;\", \" try {\", \" parsedResults = JSON.parse(toolResult);\", \" } catch (e) {\", \" parsedResults = toolResult;\", \" }\", \"\", \" // Store tool results for subsequent model call\", \" if (Array.isArray(parsedResults)) {\", \" for (let i = 0; i < parsedResults.length; i++) {\", \" const result = parsedResults[i];\", \" // Associate result with the tool call ID\", \" if (i < toolEvent.tool_calls.length) {\", \" collectedToolResults.push({\", \" id: toolEvent.tool_calls[i].id,\", \" call_id:\", \" toolEvent.tool_calls[i].call_id ||\", \" toolEvent.tool_calls[i].id,\", \" output:\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result),\", \" });\", \" }\", \" }\", \" } else {\", \" // If there's just one result for potentially multip\", \"le calls\", \" const resultStr =\", \" typeof parsedResults === 'string'\", \" ? parsedResults\", \" : JSON.stringify(parsedResults);\", \"\", \" // Associate with the first tool call\", \" if (toolEvent.tool_calls.length > 0) {\", \" collectedToolResults.push({\", \" id: toolEvent.tool_calls[0].id,\", \" call_id:\", \" toolEvent.tool_calls[0].call_id ||\", \" toolEvent.tool_calls[0].id,\", \" output: resultStr,\", \" });\", \" }\", \" }\", \"\", \" // Send detailed tool result via event handler (only if\", \"results were processed)\", \" if (\", \" parsedResults !== null &&\", \" (allowedEvents === null ||\", \" allowedEvents.includes('tool_done'))\", \" ) {\", \" // Create a resultsById object that maps tool call I\", \"Ds to their results\", \" const resultsById: Record = {};\", \"\", \" // If parsedResults is an array, iterate through it\", \"and map each result to the corresponding tool call ID\", \" if (Array.isArray(parsedResults)) {\", \" for (let i = 0; i < parsedResults.length; i++) {\", \" // Associate result with the tool call ID if\", \" it exists\", \" if (i < toolEvent.tool_calls.length) {\", \" resultsById[\", \" toolEvent.tool_calls[i].id\", \" ] = parsedResults[i];\", \" }\", \" }\", \" } else if (toolEvent.tool_calls.length > 0) {\", \" resultsById[toolEvent.tool_calls[0].id] =\", \" parsedResults;\", \" }\", \"\", \" comm.send({\", \" agent: event.agent,\", \" type: 'tool_done',\", \" tool_calls: toolEvent.tool_calls,\", \" results: resultsById,\", \" });\", \"\", \" if (handlers.onEvent) {\", \" handlers.onEvent({\", \" agent: event.agent,\", \" type: 'tool_done',\", \" tool_calls: toolEvent.tool_calls,\", \" results: resultsById,\", \" });\", \" }\", \" }\", \" break; // End of 'tool_start' case\", \" } // End of 'tool_start' case\", \"\", \" case 'error': {\", \" const errorEvent = event as any; // Type assertion for e\", \"rror event\", \" console.error(`[Error] ${errorEvent.error}`);\", \" break;\", \" }\", \" }\", \" }\", \"\", \" // Process tool call results if there were any tool calls AND no sig\", \"nal was thrown\", \" // The try/catch around processToolCall above would have re-thrown s\", \"ignals,\", \" // preventing execution from reaching this point if a signal occurre\", \"d.\", \" if (\", \" agent.modelSettings?.tool_choice !== 'none' &&\", \" collectedToolCalls.length > 0 &&\", \" collectedToolResults.length > 0\", \" ) {\", \" console.log(\", \" `[Runner] Collected ${collectedToolCalls.length} tool calls,\", \" running follow-up with results.`\", \" );\", \"\", \" // Increment tool call count\", \" toolCallCount++;\", \" console.log(\", \" `[Runner] Tool call iteration ${toolCallCount} of ${agent.ma\", \"xToolCalls} maximum`\", \" );\", \"\", \" // Check if we've reached the maximum number of tool call rounds\", \" per turn (if set)\", \" if (\", \" agent.maxToolCallRoundsPerTurn !== undefined &&\", \" toolCallCount >= agent.maxToolCallRoundsPerTurn\", \" ) {\", \" console.log(\", \" `[Runner] Reached maxToolCallRoundsPerTurn (${agent.maxT\", \"oolCallRoundsPerTurn}) for agent ${agent.name}. Stopping tool call loop for this\", \" turn.`\", \" );\", \" // Return the current response without making another recurs\", \"ive call\", \" return fullResponse;\", \" }\", \"\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"6837b0\"}",{},"dd33bcca-e1e9-4bed-a49e-63b079c9ee5c",{"_111":108,"_161":-5,"_445":8386},{"_453":473,"_228":474,"_475":-5,"_45":8385},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '640,800p' magi/src/utils/runner.ts\\n\"}",{},"40628778-5a3d-4c96-8d39-5e6a07624ec8",{"_111":465,"_161":494,"_445":8393},{"_453":45,"_454":8391},{},[8392],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2066, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '520,640p' magi/src/utils/runne\", \"r.ts\", \" // Add the user input message\", \" messageItems.push({\", \" type: 'message',\", \" role: 'user',\", \" content: input,\", \" });\", \" }\", \"\", \" // Use the provided communicationManager if available, otherwise get\", \" the global one\", \" const comm = communicationManager || getCommunicationManager();\", \" for await (const event of stream) {\", \" // Handle different event types\", \" const eventType = event.type as StreamEventType;\", \"\", \" // Call the event handler if provided\", \" if (\", \" allowedEvents === null ||\", \" allowedEvents.includes(eventType)\", \" ) {\", \" comm.send(event);\", \" if (handlers.onEvent) {\", \" handlers.onEvent(event);\", \" }\", \" }\", \"\", \" switch (eventType) {\", \" case 'message_delta':\", \" break;\", \"\", \" case 'message_complete': {\", \" // Accumulate the message content\", \" const message = event as MessageEvent;\", \"\", \" if (message.thinking_content) {\", \" // Add the assistant's thinking\", \" const thinkingMessage: ResponseThinkingMessage = {\", \" type: 'thinking',\", \" role: 'assistant',\", \" content:\", \" message.thinking_content &&\", \" message.thinking_content !== '{empty}'\", \" ? message.thinking_content\", \" : '',\", \" signature: message.thinking_signature || '',\", \" thinking_id: message.message_id || '',\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(thinkingMessage);\", \" if (agent.onThinking) {\", \" await agent.onThinking(thinkingMessage);\", \" }\", \" }\", \"\", \" if (message.content) {\", \" fullResponse = message.content;\", \" // Add the assistant's response\", \" const contentMessage: ResponseOutputMessage = {\", \" id: message.message_id,\", \" type: 'message',\", \" role: 'assistant',\", \" content: message.content,\", \" status: 'completed',\", \" model: agent.model,\", \" };\", \" messageItems.push(contentMessage);\", \" if (agent.onResponse) {\", \" await agent.onResponse(contentMessage);\", \" }\", \" }\", \" break;\", \" }\", \"\", \" case 'tool_start': {\", \" // Process tool calls\", \" const toolEvent = event as ToolEvent;\", \"\", \" if (\", \" !toolEvent.tool_calls ||\", \" toolEvent.tool_calls.length === 0\", \" ) {\", \" continue;\", \" }\", \"\", \" // Collect tool calls for later use\", \" collectedToolCalls = [\", \" ...collectedToolCalls,\", \" ...toolEvent.tool_calls,\", \" ];\", \"\", \" // Log tool calls for debugging\", \" toolEvent.tool_calls.forEach(call => {\", \" let parsedArgs = {};\", \" try {\", \" if (\", \" call.function.arguments &&\", \" call.function.arguments.trim()\", \" ) {\", \" parsedArgs = JSON.parse(\", \" call.function.arguments\", \" );\", \" }\", \" } catch (parseError) {\", \" console.error(\", \" 'Error parsing tool arguments:',\", \" parseError\", \" );\", \" parsedArgs = { _raw: call.function.arguments };\", \" }\", \"\", \" console.log(\", \" `[Tool Call] ${call.function.name}:`,\", \" parsedArgs\", \" );\", \" });\", \"\", \" // Process all tool calls in parallel, catching signals\", \" let toolResult: string | null = null; // Initialize to n\", \"ull\", \" try {\", \" sendComms({\", \" type: 'agent_status',\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"bd9e2d\"}",{},"b6d44c58-24f6-45f3-8e8c-2483e3d90a02",{"_111":108,"_161":-5,"_445":8398},{"_453":473,"_228":474,"_475":-5,"_45":8069},{"_451":500},{},"1b7c5d76-f9b5-4fe5-bc88-f9ab5d166cb4",{"_111":465,"_161":494,"_445":8405},{"_453":45,"_454":8403},{},[8404],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1994, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '460,520p' magi/src/utils/runne\", \"r.ts\", \" */\", \" static async verifyRun(\", \" verifier: Agent,\", \" output: string,\", \" history: ResponseInput,\", \" handlers: ToolCallHandler,\", \" allowed: StreamEventType[] | null,\", \" ): Promise {\", \" const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.paren\", \"t_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser outpu\", \"t:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \"\", \" const raw = await Runner.runStreamedWithTools(\", \" verifier,\", \" verifyPrompt,\", \" history,\", \" handlers,\", \" allowed,\", \" 0,\", \" undefined,\", \" true\", \" );\", \"\", \" try {\", \" return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.parse\", \"(String(raw));\", \" } catch {\", \" const txt = raw.toString().trim().toLowerCase();\", \" return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fail\", \"', reason: raw as string };\", \" }\", \" }\", \"\", \" /**\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any, // Add optional communicationManager paramet\", \"er\", \" skipVerifier = false,\", \" verificationAttempt = 0\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \" output: string;\", \" }[] = [];\", \"\", \" try {\", \" conversationHistory = [...conversationHistory]; // Clone so that add\", \"itional messages don't affect the original\", \"\", \" const stream = this.runStreamed(agent, input, conversationHistory);\", \"\", \" // Start with initial messages - convert standard message format to\", \"responses format\", \" const messageItems: ResponseInput = [...conversationHistory];\", \"\", \" if (input) {\", \" // Add the user input message\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0d0bd9\"}",{},"a64eb8f7-6ed7-4ec0-8954-9166c6831c4a",{"_111":108,"_161":-5,"_445":8411},{"_453":473,"_228":474,"_475":-5,"_45":8410},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '460,520p' magi/src/utils/runner.ts\\n\"}",{},"af3f92f4-50f1-43a9-8508-40d87a5423cf",{"_111":108,"_161":-5,"_445":8418},{"_453":45,"_454":8416},{"_482":57,"_483":484,"_451":452},[8417],"I'll examine the runStreamedWithTools function around line 486.",{},"a3e92cc5-3421-4ed0-857e-9add4b3fb6ca",{"_111":465,"_161":494,"_445":8425},{"_453":45,"_454":8423},{},[8424],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1987, \"output\": [\"root@d5401332a209:/workspace/magi-system# grep -n \\\"runStreamedWithTools(\\\" -n mag\", \"i/src/utils/runner.ts | head\", \"470: const raw = await Runner.runStreamedWithTools(\", \"492: static async runStreamedWithTools(\", \"866: const followUpResponse = await this.runStreamedWithTools(\", \"968: return await Runner.runStreamedWithTools(\", \"1116: stageOutput = await this.runStreamedWithTools(\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3ab035\"}",{},"63986541-163b-42d6-8f32-ebed95189d37",{"_111":108,"_161":-5,"_445":8431},{"_453":473,"_228":474,"_475":-5,"_45":8430},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"runStreamedWithTools(\\\" -n magi/src/utils/runner.ts | head\\n\"}",{},"1066fd50-2099-4bcb-b27c-59972cf4cc8e",{"_111":108,"_161":-5,"_445":8438},{"_453":45,"_454":8436},{"_482":57,"_483":484,"_451":452},[8437],"The patch replaces the entire old logic, but the plan only targets verification removal. Hmm... it seems possible that we unintentionally deleted features related to capturing tool results, which the plan didn't explicitly mention. I'll check the patch to confirm!\n\nCapturing tool results might not be needed if they're handled in runStreamedWithTools. Let's verify!",{},"579e8023-6996-46b1-800a-5060c4432a37",{"_111":465,"_161":494,"_445":8445},{"_453":45,"_454":8443},{},[8444],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1902, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81d:magi/src/utils/agent.\", \"ts | sed -n '520,640p'\", \" `${agent.name} captured tool result: ${resultString.\", \"substring(0, 100)}...`\", \" );\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing intercepted tool result in ${agent.nam\", \"e}:`,\", \" err\", \" );\", \" }\", \" },\", \" onEvent: (event: StreamingEvent) => {\", \" // Capture tool results from tool_done events\", \" if (event.type === 'tool_done') {\", \" try {\", \" const toolEvent = event as ToolEvent;\", \" const results = toolEvent.results;\", \" if (results) {\", \" const resultString =\", \" typeof results === 'string'\", \" ? results\", \" : JSON.stringify(results, null, 2);\", \"\", \" // Only add to results if it's not already included\", \" if (\", \" !toolResultsToInclude.includes(\", \" resultString.substring(\", \" 0,\", \" Math.min(50, resultString.length)\", \" )\", \" )\", \" ) {\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result from str\", \"eam: ${resultString.substring(0, 100)}...`\", \" );\", \" }\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing tool result in ${agent.name}:`,\", \" err\", \" );\", \" }\", \" }\", \" },\", \" };\", \"\", \" // Run the agent with the unified function\", \" let response = await Runner.runStreamedWithTools(\", \" agent,\", \" prompt,\", \" messages,\", \" handlers\", \" );\", \"\", \" // If we have a response but it doesn't seem to include tool results, ap\", \"pend them\", \" if (\", \" response &&\", \" toolResultsToInclude &&\", \" !response.includes(\", \" toolResultsToInclude.substring(\", \" 0,\", \" Math.min(50, toolResultsToInclude.length)\", \" )\", \" )\", \" ) {\", \" // Only append if the tool results aren't already reflected in the r\", \"esponse\", \" console.log(`${agent.name} appending tool results to response`);\", \" response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \" }\", \"\", \" console.log(`${agent.name} final response: ${response}`);\", \" return response || `No response from ${agent.name.toLowerCase()}`;\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"30b9f7\"}",{},"e7d636fc-e24f-4621-9c22-ec873b96f566",{"_111":108,"_161":-5,"_445":8451},{"_453":473,"_228":474,"_475":-5,"_45":8450},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81d:magi/src/utils/agent.ts | sed -n '520,640p'\\n\"}",{},"fcbcf21c-07a3-48f9-aea1-cdb8408fde9d",{"_111":465,"_161":494,"_445":8458},{"_453":45,"_454":8456},{},[8457],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1826, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81d:magi/src/utils/agent.\", \"ts | sed -n '450,520p'\", \" }\", \" return agentExport;\", \" }\", \"}\", \"\", \"/**\", \" * Run an agent and capture its streamed response, including any confidence sign\", \"als\", \" */\", \"async function runAgentTool(\", \" agent: Agent,\", \" prompt: string,\", \" intelligence?: 'low' | 'standard' | 'high'\", \"): Promise {\", \" // Ensure these values are set to undefined if not provided\", \" agent.intelligence = intelligence || undefined;\", \"\", \" const modelClass = agent.modelClass || 'standard';\", \" switch (agent.intelligence) {\", \" case 'low':\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'mini';\", \" }\", \" if (['code', 'reasoning'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" break;\", \" case 'standard':\", \" // No change needed?\", \" break;\", \" case 'high':\", \" if (['mini'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" let toolResultsToInclude = '';\", \" const toolCalls: any[] = [];\", \"\", \" try {\", \" console.log(\", \" `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \" prompt\", \" );\", \"\", \" // Set up handlers for the unified streaming function\", \" const handlers = {\", \" onToolCall: (toolCall: ToolCall) => {\", \" console.log(`${agent.name} intercepted tool call:`, toolCall);\", \" toolCalls.push(toolCall);\", \" },\", \" onToolResult: (toolCall: ToolCall, result: string) => {\", \" try {\", \" console.log(\", \" `${agent.name} intercepted tool result:`,\", \" truncateLargeValues(result)\", \" );\", \" if (result) {\", \" const resultString =\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result, null, 2);\", \"\", \" // Store results so we can include them in the response\", \"if needed\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result: ${resultString.\", \"substring(0, 100)}...`\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e71820\"}",{},"465c6352-e842-4cd1-979a-c36c0785c06c",{"_111":108,"_161":-5,"_445":8464},{"_453":473,"_228":474,"_475":-5,"_45":8463},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81d:magi/src/utils/agent.ts | sed -n '450,520p'\\n\"}",{},"3a5b8603-f693-4304-9723-dd40956db42d",{"_111":465,"_161":494,"_445":8471},{"_453":45,"_454":8469},{},[8470],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1818, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81d:magi/src/utils/agent.\", \"ts | grep -n \\\"runAgentTool\\\" -n\", \"96: // Optional callback to preprocess parameters before runAgentTool\", \"215: return runAgentTool(agent, prompt, intelligence);\", \"256: return runAgentTool(agent, prompt, intelligence);\", \"458:async function runAgentTool(\", \"495: `runAgentTool using Runner.runStreamedWithTools for ${agent.name\", \"}`,\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9c2f2d\"}",{},"ca10c043-3c69-43ac-9f8f-8c99ccdba0c7",{"_111":108,"_161":-5,"_445":8477},{"_453":473,"_228":474,"_475":-5,"_45":8476},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81d:magi/src/utils/agent.ts | grep -n \\\"runAgentTool\\\" -n\\n\"}",{},"44661eef-14c9-4fb1-82c7-c7d2b134cac3",{"_111":108,"_161":-5,"_445":8484},{"_453":45,"_454":8482},{"_482":57,"_483":484,"_451":452},[8483],"I'll display the lines around runAgentTool to better understand its context.",{},"f4c6dc45-b067-468a-ab62-f3c730d2bb88",{"_111":465,"_161":494,"_445":8491},{"_453":45,"_454":8489},{},[8490],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1753, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show 745b81d:magi/src/utils/agent.\", \"ts | head -n 60\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import {\", \" AgentDefinition,\", \" ModelSettings,\", \" AgentExportDefinition,\", \" ToolEvent,\", \" ToolFunction,\", \" WorkerFunction,\", \" StreamingEvent,\", \" ResponseInput,\", \" AgentInterface,\", \" ToolCall,\", \" ResponseThinkingMessage,\", \" ToolParameterMap,\", \" ResponseOutputMessage,\", \"} from '../types/shared-types.js';\", \"import { createToolFunction } from './tool_call.js';\", \"\", \"import { v4 as uuid } from 'uuid';\", \"// Import removed to fix lint error\", \"import { Runner } from './runner.js';\", \"import { ModelClassID } from '../model_providers/model_data.js';\", \"import { truncateLargeValues } from './file_utils.js';\", \"import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"\", \"/**\", \" * Create a clone of an agent instance that properly handles functions\", \" * @param agent The agent to clone\", \" * @returns A new agent instance with copied properties and preserved function r\", \"eferences\", \" */\", \"export function cloneAgent(agent: Agent): Agent {\", \" // Create a new object with the same prototype\", \" const copy = Object.create(Object.getPrototypeOf(agent)) as Agent;\", \"\", \" // Copy own enumerable properties\", \" Object.entries(agent).forEach(([key, value]) => {\", \" // Keep original function references, don't try to duplicate them\", \" if (typeof value === 'function') {\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore - we know the index type here\", \" copy[key] = value;\", \" } else if (key === 'parent' && value instanceof Agent) {\", \" // For parent, keep the reference intact to preserve prototype chain\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = value;\", \" } else if (Array.isArray(value)) {\", \" // Shallow copy array (its elements can include functions - we keep\", \"refs)\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = [...value];\", \" } else if (value && typeof value === 'object') {\", \" // Shallow copy object (deep copy is rarely needed for config object\", \"s)\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"95475e\"}",{},"36fadcff-2fe7-4881-987b-cea058d327d4",{"_111":108,"_161":-5,"_445":8497},{"_453":473,"_228":474,"_475":-5,"_45":8496},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show 745b81d:magi/src/utils/agent.ts | head -n 60\\n\"}",{},"f24be99a-ebb2-4eff-a0cc-3f45e49dcdba",{"_111":108,"_161":-5,"_445":8504},{"_453":45,"_454":8502},{"_482":57,"_483":484,"_451":452},[8503],"The previous commit is massive, with 404 files changed. Let's check agent.ts for more context.",{},"d4b4209f-4d1e-4e00-a985-6c68e2ff926b",{"_111":465,"_161":494,"_445":8511},{"_453":45,"_454":8509},{},[8510],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1340, \"output\": [\"root@d5401332a209:/workspace/magi-system# git log -1 745b81d --stat\", \"commit 745b81dcfb4c6822c033b17836d325c2fbcf22f2 (grafted)\", \"Author: James Peter \", \"Date: Sun May 18 12:51:08 2025 +1000\", \"\", \" Merge pull request #17 from has-context/codex/update-magi-context-for-projec\", \"t-workflows\", \"\", \" .dockerignore | 32 +\", \" .editorconfig | 14 +\", \" .env.example | 51 +\", \" .gitignore | 76 +\", \" .prettierignore | 21 +\", \" .prettierrc | 6 +\", \" AGENTS.md | 95 +\", \" CLAUDE.md | 81 +\", \" LICENSE | 21 +\", \" POSTGRES.md | 80 +\", \" README.md | 166 +\", \" common/shared-types.ts | 1245 +++\", \" controller/.dockerignore | 21 +\", \" controller/.npmrc | 1 +\", \" controller/docker/Dockerfile | 76 +\", \" controller/docker/entrypoint.sh | 101 +\", \" controller/nodemon.json | 12 +\", \" controller/package-lock.json | 8329 ++++++++++++++++++++\", \" controller/package.json | 80 +\", \" controller/src/client/client.tsx | 22 +\", \" controller/src/client/css/styles.css | 853 ++\", \" controller/src/client/css/styles.scss | 1234 +++\", \" controller/src/client/html/index.html | 31 +\", \" controller/src/client/img/favicon.png | Bin 0 -> 8116 bytes\", \" controller/src/client/img/mLogo.png | Bin 0 -> 11831 bytes\", \" controller/src/client/js/components/App.tsx | 101 +\", \" .../client/js/components/PullRequestFailures.tsx | 431 +\", \" .../client/js/components/canvas_ui/AgentBox.tsx | 150 +\", \" .../js/components/canvas_ui/CanvasLayout.tsx | 46 +\", \" .../js/components/canvas_ui/CommandInput.tsx | 141 +\", \" .../client/js/components/canvas_ui/ProcessBox.tsx | 139 +\", \" .../client/js/components/canvas_ui/ProcessGrid.tsx | 505 ++\", \" .../client/js/components/column_ui/ChatColumn.tsx | 412 +\", \" .../js/components/column_ui/CollapsibleSection.tsx | 54 +\", \" .../js/components/column_ui/ColumnLayout.tsx | 123 +\", \" .../js/components/column_ui/OutputColumn.tsx | 588 ++\", \" .../js/components/column_ui/ProcessTreeColumn.tsx | 257 +\", \" .../client/js/components/column_ui/TreeNode.tsx | 134 +\", \" .../js/components/message/AssistantMessage.tsx | 47 +\", \" .../client/js/components/message/MessageList.tsx | 172 +\", \" .../client/js/components/message/SystemMessage.tsx | 53 +\", \" .../js/components/message/ToolCallMessage.tsx | 111 +\", \" .../js/components/message/ToolResultMessage.tsx | 92 +\", \" .../client/js/components/message/UserMessage.tsx | 23 +\", \" .../js/components/ui/AutoScrollContainer.tsx | 123 +\", \" .../src/client/js/components/ui/BrowserDisplay.tsx | 42 +\", \" .../src/client/js/components/ui/ConsoleDisplay.tsx | 36 +\", \" .../src/client/js/components/ui/CostDisplay.tsx | 242 +\", \" .../src/client/js/components/ui/LogsViewer.tsx | 531 ++\", \" .../src/client/js/components/ui/PauseButton.tsx | 38 +\", \" .../src/client/js/components/ui/ProcessHeader.tsx | 93 +\", \" .../src/client/js/components/ui/StatusDisplay.tsx | 33 +\", \" .../src/client/js/components/ui/TimelinePlayer.tsx | 935 +++\", \" .../src/client/js/components/utils/FormatUtils.tsx | 30 +\", \" .../src/client/js/components/utils/GridUtils.tsx | 377 +\", \" .../client/js/components/utils/MarkdownUtils.tsx | 72 +\", \" .../client/js/components/utils/ProcessBoxUtils.tsx | 173 +\", \" .../js/components/utils/TextFormatComponents.tsx | 79 +\", \" controller/src/client/js/context/SocketContext.tsx | 1229 +++\", \" controller/src/client/js/utils/AudioUtils.tsx | 375 +\", \" controller/src/client/js/utils/constants.ts | 7 +\", \" controller/src/client/js/utils/time.ts | 38 +\", \" controller/src/server/comms/events.ts | 22 +\", \" controller/src/server/docker_interface.ts | 10 +\", \" controller/src/server/env_store.ts | 10 +\", \" controller/src/server/managers/color_manager.ts | 147 +\", \" controller/src/server/managers/commit_metrics.ts | 430 +\", \" .../src/server/managers/communication_manager.ts | 1065 +++\", \" .../src/server/managers/container_manager.ts | 905 +++\", \" controller/src/server/managers/env_store.ts | 61 +\", \" .../src/server/managers/pr_events_manager.ts | 182 +\", \" controller/src/server/managers/process_manager.ts | 945 +++\", \" controller/src/server/managers/server_manager.ts | 1415 ++++\", \" controller/src/server/routes/pr_events.ts | 144 +\", \" controller/src/server/server.ts | 51 +\", \" controller/src/server/utils/bootstrap.ts | 138 +\", \" controller/src/server/utils/cdp.ts | 157 +\", \" controller/src/server/utils/db.ts | 63 +\", \" controller/src/server/utils/db_migrations.ts | 53 +\", \" controller/src/server/utils/db_utils.ts | 168 +\", \" controller/src/server/utils/docker_commands.ts | 80 +\", \" controller/src/server/utils/git_push.ts | 870 ++\", \" controller/src/server/utils/git_push_helpers.ts | 64 +\", \" controller/src/server/utils/git_utils.ts | 40 +\", \" controller/src/server/utils/pr_event_utils.ts | 264 +\", \" controller/src/server/utils/storage.ts | 133 +\", \" controller/src/server/utils/talk.ts | 169 +\", \" controller/src/server/utils/telegram_bot.ts | 369 +\", \" controller/src/types/index.ts | 6 +\", \" controller/src/types/marked.d.ts | 29 +\", \" controller/src/types/pull_request_event.ts | 38 +\", \" controller/src/types/react-app-env.d.ts | 12 +\", \" controller/src/types/shared-types.ts | 1 +\", \" controller/src/types/socket.io-client.d.ts | 22 +\", \" controller/tsconfig.json | 27 +\", \" controller/webpack.config.js | 52 +\", \" db/migrations/2025050700001_initial_schema.sql | 59 +\", \" db/migrations/2025051200001_projects_schema.sql | 45 +\", \" db/migrations/2025051500001_pr_events_schema.sql | 33 +\", \" db/migrations/2025051800001_unique_tool_names.sql | 11 +\", \" .../2025051800002_remove_custom_tool_id.sql | 13 +\", \" docker-compose.yml | 86 +\", \" docs/CUSTOM_TOOLS.md | 150 +\", \" docs/MECH.md | 58 +\", \" docs/TESTING.md | 67 +\", \" docs/TODO.md | 34 +\", \" eslint.config.js | 79 +\", \" host/setup.js | 46 +\", \" host/src/browser/browser-control.ts | 452 ++\", \" host/src/browser/cdp/chrome_cdp_launcher.ts | 558 ++\", \" host/src/browser/cdp/chrome_profile_utils.ts | 316 +\", \" host/src/setup/claude_setup.ts | 124 +\", \" host/src/setup/setup.ts | 1221 +++\", \" host/src/types/chrome-remote-interface.d.ts | 49 +\", \" host/tsconfig.json | 10 +\", \" magi/.dockerignore | 21 +\", \"...\", \" templates/game-3d/src/client/tsconfig.json | 8 +\", \" templates/game-3d/src/server/server.ts | 41 +\", \" templates/game-3d/src/server/tsconfig.json | 10 +\", \" templates/game-3d/src/typings/README.md | 1 +\", \" templates/mobile-app/.dockerignore | 78 +\", \" templates/mobile-app/.env.example | 18 +\", \" templates/mobile-app/.gitignore | 75 +\", \" templates/mobile-app/.prettierrc | 11 +\", \" templates/mobile-app/AGENTS.md | 136 +\", \" templates/mobile-app/App.tsx | 30 +\", \" templates/mobile-app/CLAUDE.md | 104 +\", \" templates/mobile-app/Dockerfile | 21 +\", \" templates/mobile-app/README.md | 144 +\", \" templates/mobile-app/app.json | 43 +\", \" .../mobile-app/app/(auth)/forgot-password.tsx | 128 +\", \" templates/mobile-app/app/(auth)/login.tsx | 143 +\", \" templates/mobile-app/app/(auth)/register.tsx | 173 +\", \" templates/mobile-app/app/(tabs)/_layout.tsx | 43 +\", \" templates/mobile-app/app/(tabs)/home.tsx | 111 +\", \" templates/mobile-app/app/(tabs)/profile.tsx | 179 +\", \" templates/mobile-app/app/(tabs)/settings.tsx | 260 +\", \" templates/mobile-app/app/_layout.tsx | 16 +\", \" templates/mobile-app/app/index.tsx | 39 +\", \" .../mobile-app/assets/fonts/SpaceMono-Regular.ttf | 0\", \" .../mobile-app/assets/images/adaptive-icon.png | 0\", \" templates/mobile-app/assets/images/favicon.png | 0\", \" templates/mobile-app/assets/images/icon.png | 0\", \" templates/mobile-app/assets/images/splash.png | 0\", \" templates/mobile-app/components/ui/Button.tsx | 188 +\", \" templates/mobile-app/components/ui/TextInput.tsx | 134 +\", \" templates/mobile-app/hooks/useAuth.tsx | 101 +\", \" templates/mobile-app/package.json | 66 +\", \" templates/mobile-app/project_map.json | 60 +\", \" templates/mobile-app/services/api.ts | 102 +\", \" templates/mobile-app/services/auth.ts | 106 +\", \" templates/mobile-app/services/authService.ts | 113 +\", \" templates/mobile-app/styles/theme.ts | 144 +\", \" templates/mobile-app/tsconfig.json | 26 +\", \" templates/mobile-app/types/api.ts | 19 +\", \" templates/mobile-app/types/user.ts | 39 +\", \" templates/plain/AGENTS.md | 63 +\", \" templates/plain/CLAUDE.md | 49 +\", \" templates/plain/project_map.json | 11 +\", \" templates/web-app/.dockerignore | 5 +\", \" templates/web-app/.env.example | 13 +\", \" templates/web-app/.gitignore | 43 +\", \" templates/web-app/.prettierrc | 12 +\", \" templates/web-app/AGENTS.md | 138 +\", \" templates/web-app/CLAUDE.md | 106 +\", \" templates/web-app/Dockerfile | 66 +\", \" templates/web-app/README.md | 108 +\", \" templates/web-app/eslint.config.mjs | 21 +\", \" templates/web-app/next.config.ts | 8 +\", \" templates/web-app/package-lock.json | 7570 ++++++++++++++++++\", \" templates/web-app/package.json | 44 +\", \" templates/web-app/postcss.config.mjs | 5 +\", \" templates/web-app/prisma/schema.prisma | 18 +\", \" templates/web-app/prisma/seed.ts | 35 +\", \" templates/web-app/project_map.json | 72 +\", \" templates/web-app/public/vercel.svg | 1 +\", \" .../src/app/api/auth/[...nextauth]/route.ts | 64 +\", \" .../web-app/src/app/api/auth/register/route.ts | 55 +\", \" templates/web-app/src/app/api/users/route.ts | 38 +\", \" templates/web-app/src/app/favicon.ico | Bin 0 -> 25931 bytes\", \" templates/web-app/src/app/globals.css | 31 +\", \" templates/web-app/src/app/layout.tsx | 41 +\", \" templates/web-app/src/app/login/form.tsx | 104 +\", \" templates/web-app/src/app/login/page.tsx | 19 +\", \" templates/web-app/src/app/page.tsx | 55 +\", \" templates/web-app/src/app/providers.tsx | 11 +\", \" templates/web-app/src/app/register/form.tsx | 141 +\", \" templates/web-app/src/app/register/page.tsx | 20 +\", \" templates/web-app/src/components/Header.tsx | 42 +\", \" templates/web-app/src/components/logout.tsx | 17 +\", \" templates/web-app/src/components/ui/button.tsx | 56 +\", \" templates/web-app/src/components/ui/form.tsx | 176 +\", \" templates/web-app/src/components/ui/input.tsx | 25 +\", \" templates/web-app/src/components/ui/label.tsx | 26 +\", \" templates/web-app/src/lib/prisma.ts | 28 +\", \" templates/web-app/src/lib/utils.ts | 6 +\", \" templates/web-app/src/types/next-auth.d.ts | 32 +\", \" templates/web-app/tsconfig.json | 27 +\", \" templates/web-static/.dockerignore | 5 +\", \" templates/web-static/.env.example | 17 +\", \" templates/web-static/.gitignore | 43 +\", \" templates/web-static/.prettierrc | 12 +\", \" templates/web-static/AGENTS.md | 130 +\", \" templates/web-static/CLAUDE.md | 99 +\", \" templates/web-static/Dockerfile | 66 +\", \" templates/web-static/README.md | 131 +\", \" templates/web-static/eslint.config.mjs | 21 +\", \" templates/web-static/next.config.ts | 8 +\", \" templates/web-static/package-lock.json | 7039 +++++++++++++++++\", \" templates/web-static/package.json | 28 +\", \" templates/web-static/postcss.config.mjs | 5 +\", \" templates/web-static/project_map.json | 36 +\", \" templates/web-static/public/logo.svg | 5 +\", \" templates/web-static/public/vercel.svg | 1 +\", \" templates/web-static/src/app/favicon.ico | Bin 0 -> 25931 bytes\", \" templates/web-static/src/app/globals.css | 26 +\", \" templates/web-static/src/app/layout.tsx | 63 +\", \" templates/web-static/src/app/not-found.tsx | 37 +\", \" templates/web-static/src/app/page.tsx | 96 +\", \" templates/web-static/src/components/Footer.tsx | 92 +\", \" templates/web-static/src/components/Header.tsx | 113 +\", \" templates/web-static/tailwind.config.js | 9 +\", \" templates/web-static/tsconfig.json | 27 +\", \" test/magi-docker.sh | 29 +\", \" test/model-providers-reasoning.ts | 179 +\", \" test/run-all-tools.sh | 105 +\", \" test/run-tool-docker.sh | 80 +\", \" test/telegram-test.sh | 108 +\", \" test/tools/README.md | 91 +\", \" test/tools/execute-command.ts | 64 +\", \" test/tools/file-operations.ts | 145 +\", \" test/tools/hello-world.ts | 103 +\", \" test/tools/llm-agent-tools.ts | 105 +\", \" test/tools/memory-operations.ts | 102 +\", \" test/tools/sample-custom-tool-with-declarations.ts | 226 +\", \" test/tools/tool-types.d.ts | 265 +\", \" test/tools/web-browser-actions.ts | 113 +\", \" tsconfig.json | 39 +\", \" vitest.config.ts | 42 +\", \" 404 files changed, 102067 insertions(+)\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 164, \"chunk_id\": \"214b4e\"}",{},"fcc445f9-0460-46d7-adae-191f6299a42a",{"_111":108,"_161":-5,"_445":8517},{"_453":473,"_228":474,"_475":-5,"_45":8516},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git log -1 745b81d --stat\\n\"}",{},"b732b983-eafc-4ab6-bcce-b2e529bf21ac",{"_111":108,"_161":-5,"_445":8524},{"_453":45,"_454":8522},{"_482":57,"_483":484,"_451":452},[8523],"The repository is shallow, so \"HEAD1\" is actually the merge commit 745b81d.",{},"36ddda7f-26e5-4923-8b02-3e0cb1b0d9c2",{"_111":465,"_161":494,"_445":8531},{"_453":45,"_454":8529},{},[8530],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1336, \"output\": [\"root@d5401332a209:/workspace/magi-system# git log --oneline | head\", \"0c12013 Applying previous commit.\", \"745b81d Merge pull request #17 from has-context/codex/update-magi-context-for-pr\", \"oject-workflows\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2a7428\"}",{},"0c65aa5d-05b4-445a-be4e-9b6bac42507b",{"_111":108,"_161":-5,"_445":8537},{"_453":473,"_228":474,"_475":-5,"_45":8536},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git log --oneline | head\\n\"}",{},"7340561c-ceec-409b-97e2-fcb25eefa429",{"_111":108,"_161":-5,"_445":8544},{"_453":45,"_454":8542},{"_482":57,"_483":484,"_451":452},[8543],"I'll check the details of the previous commit, HEAD1.",{},"262c16fe-0735-42f0-9c6e-4a82dc04c235",{"_111":465,"_161":494,"_445":8551},{"_453":45,"_454":8549},{},[8550],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1302, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show HEAD~1:README.md | head -n 20\", \"# MAGI System\", \"\", \"> **M**ostly\", \"> **A**utonomous\", \"> **G**enerative\", \"> **I**ntelligence\", \"\", \"The MAGI System (pronounced \\\"MAH-jeye\\\") is an ensemble autonomous AI framework d\", \"esigned to solve tasks with almost no human intervention.\", \"\", \"It has a persistent chain of thought with a single AI persona Magi (pronounced \\\"\", \"Mag-gie\\\") which manages the system orchestration and task management. The system\", \" is designed to be modular and fault-tolerant. The core aim is not to solve prob\", \"lems as fast as possible, but in the best way possible by recovering from errors\", \" and failures gracefully.\", \"\", \"MAGI uses an ensemble of LLM models to provide a more robust and flexible soluti\", \"on. It can switch between different models based on availability, cost, and perf\", \"ormance. For it's core chain of thoughts it interleaves models continuously, off\", \"ers a unique perspective on how to approach problems and helps to resolve the 's\", \"tuck in a loop' problem autonomous systems often face.\", \"\", \"A core principal of MAGI is self-improvement. By being Open Source and using git\", \" internally for code changes, MAGI's goal is to improve itself with each task it\", \" performs and bring the best improvements back into the core code base.\", \"\", \"Think of Magi like a co-worker. She might make some mistakes, but she learns fro\", \"m them and improves over time. She is not perfect, but she is getting better eve\", \"ry day.\", \"\", \"## Architecture Overview\", \"\", \"Magí consists of four core components:\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e0f197\"}",{},"9f01e113-8b54-4404-94fc-678db547cbd7",{"_111":108,"_161":-5,"_445":8557},{"_453":473,"_228":474,"_475":-5,"_45":8556},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD~1:README.md | head -n 20\\n\"}",{},"a7a04dbe-1b0c-4bc2-9fcb-36d9c0ebcf03",{"_111":108,"_161":-5,"_445":8564},{"_453":45,"_454":8562},{"_482":57,"_483":484,"_451":452},[8563],"I removed 105 lines by simplifying code. Let's check the previous commit for missing features.",{},"cf7576e4-be91-4824-9cfa-117ae92f3eb2",{"_111":465,"_161":494,"_445":8571},{"_453":45,"_454":8569},{},[8570],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1293, \"output\": [\"root@d5401332a209:/workspace/magi-system# git diff HEAD~1 HEAD magi/src/utils/ag\", \"ent.ts | sed -n '160,240p'\", \"- console.log(`${agent.name} final response: ${response}`);\", \"- return response || `No response from ${agent.name.toLowerCase()}`;\", \"+ return await Runner.runStreamedWithTools(agent, prompt, messages, handl\", \"ers);\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"8ab982\"}",{},"c0145151-a341-4448-9c36-be0043f33ad0",{"_111":108,"_161":-5,"_445":8577},{"_453":473,"_228":474,"_475":-5,"_45":8576},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git diff HEAD~1 HEAD magi/src/utils/agent.ts | sed -n '160,240p'\\n\"}",{},"589738ac-da91-44b5-a8a1-d55e0a5f69c5",{"_111":465,"_161":494,"_445":8584},{"_453":45,"_454":8582},{},[8583],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1204, \"output\": [\"root@d5401332a209:/workspace/magi-system# git diff HEAD~1 HEAD magi/src/utils/ag\", \"ent.ts | sed -n '80,160p'\", \"- if (result) {\", \"- const resultString =\", \"- typeof result === 'string'\", \"- ? result\", \"- : JSON.stringify(result, null, 2);\", \"-\", \"- // Store results so we can include them in the response\", \" if needed\", \"- toolResultsToInclude += resultString + '\\\\n';\", \"- console.log(\", \"- `${agent.name} captured tool result: ${resultString\", \".substring(0, 100)}...`\", \"- );\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing intercepted tool result in ${agent.na\", \"me}:`,\", \"- err\", \"- );\", \"- }\", \"- },\", \"- onEvent: (event: StreamingEvent) => {\", \"- // Capture tool results from tool_done events\", \"- if (event.type === 'tool_done') {\", \"- try {\", \"- const toolEvent = event as ToolEvent;\", \"- const results = toolEvent.results;\", \"- if (results) {\", \"- const resultString =\", \"- typeof results === 'string'\", \"- ? results\", \"- : JSON.stringify(results, null, 2);\", \"-\", \"- // Only add to results if it's not already included\", \"- if (\", \"- !toolResultsToInclude.includes(\", \"- resultString.substring(\", \"- 0,\", \"- Math.min(50, resultString.length)\", \"- )\", \"- )\", \"- ) {\", \"- toolResultsToInclude += resultString + '\\\\n';\", \"- console.log(\", \"- `${agent.name} captured tool result from st\", \"ream: ${resultString.substring(0, 100)}...`\", \"- );\", \"- }\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing tool result in ${agent.name}:`,\", \"- err\", \"- );\", \"- }\", \"- }\", \"- },\", \"- };\", \"-\", \"- // Run the agent with the unified function\", \"- let response = await Runner.runStreamedWithTools(\", \"- agent,\", \"- prompt,\", \"- messages,\", \"- handlers\", \"- );\", \"-\", \"- // If we have a response but it doesn't seem to include tool results, a\", \"ppend them\", \"- if (\", \"- response &&\", \"- toolResultsToInclude &&\", \"- !response.includes(\", \"- toolResultsToInclude.substring(\", \"- 0,\", \"- Math.min(50, toolResultsToInclude.length)\", \"- )\", \"- )\", \"- ) {\", \"- // Only append if the tool results aren't already reflected in the\", \"response\", \"- console.log(`${agent.name} appending tool results to response`);\", \"- response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \"- }\", \"-\", \"- console.log(`${agent.name} final response: ${response}`);\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b8f14e\"}",{},"f1fef255-da28-4775-8b0b-079ca79cf2c3",{"_111":108,"_161":-5,"_445":8590},{"_453":473,"_228":474,"_475":-5,"_45":8589},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git diff HEAD~1 HEAD magi/src/utils/agent.ts | sed -n '80,160p'\\n\"}",{},"907d0ed6-1700-4e05-95e9-a18ef521343d",{"_111":465,"_161":494,"_445":8597},{"_453":45,"_454":8595},{},[8596],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1159, \"output\": [\"root@d5401332a209:/workspace/magi-system# git diff HEAD~1 HEAD magi/src/utils/ag\", \"ent.ts | sed -n '40,80p'\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers tha\", \"t need a real shell\", \"\", \"+ if (definition.verifier) {\", \"+ this.verifier = new Agent({ ...definition.verifier, verifier: undef\", \"ined });\", \"+ this.verifier.parent_id = this.agent_id;\", \"+ }\", \"+\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \"@@ -487,109 +493,13 @@ async function runAgentTool(\", \" }\", \"\", \" const messages: ResponseInput = [];\", \"- let toolResultsToInclude = '';\", \"- const toolCalls: any[] = [];\", \"+ const handlers = {\", \"+ onToolCall: agent.onToolCall,\", \"+ onToolResult: agent.onToolResult,\", \"+ };\", \"\", \" try {\", \"- console.log(\", \"- `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \"- prompt\", \"- );\", \"-\", \"- // Set up handlers for the unified streaming function\", \"- const handlers = {\", \"- onToolCall: (toolCall: ToolCall) => {\", \"- console.log(`${agent.name} intercepted tool call:`, toolCall);\", \"- toolCalls.push(toolCall);\", \"- },\", \"- onToolResult: (toolCall: ToolCall, result: string) => {\", \"- try {\", \"- console.log(\", \"- `${agent.name} intercepted tool result:`,\", \"- truncateLargeValues(result)\", \"- );\", \"- if (result) {\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ad166c\"}",{},"32b843c4-3b7f-4994-be79-1e1e10e7a485",{"_111":108,"_161":-5,"_445":8603},{"_453":473,"_228":474,"_475":-5,"_45":8602},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git diff HEAD~1 HEAD magi/src/utils/agent.ts | sed -n '40,80p'\\n\"}",{},"77fd0d02-664e-4c80-b6a3-8f728ba072a6",{"_111":465,"_161":494,"_445":8610},{"_453":45,"_454":8608},{},[8609],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1114, \"output\": [\"root@d5401332a209:/workspace/magi-system# git diff HEAD~1 HEAD magi/src/utils/ag\", \"ent.ts | head -n 40\", \"diff --git a/magi/src/utils/agent.ts b/magi/src/utils/agent.ts\", \"index 215db88..11ec3bd 100644\", \"--- a/magi/src/utils/agent.ts\", \"+++ b/magi/src/utils/agent.ts\", \"@@ -9,10 +9,8 @@ import {\", \" AgentDefinition,\", \" ModelSettings,\", \" AgentExportDefinition,\", \"- ToolEvent,\", \" ToolFunction,\", \" WorkerFunction,\", \"- StreamingEvent,\", \" ResponseInput,\", \" AgentInterface,\", \" ToolCall,\", \"@@ -26,7 +24,7 @@ import { v4 as uuid } from 'uuid';\", \" // Import removed to fix lint error\", \" import { Runner } from './runner.js';\", \" import { ModelClassID } from '../model_providers/model_data.js';\", \"-import { truncateLargeValues } from './file_utils.js';\", \"+\", \" import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"\", \" /**\", \"@@ -88,6 +86,8 @@ export class Agent implements AgentInterface {\", \" intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \" maxToolCalls: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds pe\", \"r turn\", \"+ verifier?: Agent;\", \"+ maxVerificationAttempts: number;\", \" args: any;\", \" jsonSchema?: object; // JSON schema for structured output\", \" historyThread?: ResponseInput | undefined;\", \"@@ -133,10 +133,16 @@ export class Agent implements AgentInterface {\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \" not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \" No default, undefined means no limit\", \"+ this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"d6f0cb\"}",{},"fd402006-1ec9-469d-aa8f-8776e00581a1",{"_111":108,"_161":-5,"_445":8616},{"_453":473,"_228":474,"_475":-5,"_45":8615},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git diff HEAD~1 HEAD magi/src/utils/agent.ts | head -n 40\\n\"}",{},"42a84f89-c21f-42f8-ab93-95fa7792cfba",{"_111":108,"_161":-5,"_445":8623},{"_453":45,"_454":8621},{"_482":57,"_483":484,"_451":452},[8622],"I'll review the changes in agent.ts by inspecting the diff.",{},"8d243dcd-ca7e-4665-89f0-78a22617110a",{"_111":465,"_161":494,"_445":8630},{"_453":45,"_454":8628},{},[8629],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1108, \"output\": [\"root@d5401332a209:/workspace/magi-system# git diff HEAD~1 HEAD --stat\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4551cc\"}",{},"51d10fa1-8749-49f0-b4ab-9f020cc043e8",{"_111":108,"_161":-5,"_445":8636},{"_453":473,"_228":474,"_475":-5,"_45":8635},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git diff HEAD~1 HEAD --stat\\n\"}",{},"c647545a-0a10-4c79-8629-a055a976b639",{"_111":108,"_161":-5,"_445":8643},{"_453":45,"_454":8641},{"_482":57,"_483":484,"_451":452},[8642],"I see the file ends around line 640. There's a large removal in agent.ts; let's confirm with the diff.",{},"ac5c9fbf-d762-4ac4-a463-fabd24b07aa3",{"_111":465,"_161":494,"_445":8650},{"_453":45,"_454":8648},{},[8649],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 1106, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '640,960p' magi/src/utils/agent\", \".ts\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4c5c0d\"}",{},"113b1e8d-5aa6-4523-92c9-61515457d1c3",{"_111":108,"_161":-5,"_445":8656},{"_453":473,"_228":474,"_475":-5,"_45":8655},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '640,960p' magi/src/utils/agent.ts\\n\"}",{},"cfad483f-896a-4b04-90c6-7fafaad505c7",{"_111":108,"_161":-5,"_445":8663},{"_453":45,"_454":8661},{"_482":57,"_483":484,"_451":452},[8662],"I'll check starting from line 480 to get a better view of the patch.",{},"c2febaad-8d74-4f04-ac4f-0b9f61de981b",{"_111":465,"_161":494,"_445":8670},{"_453":45,"_454":8668},{},[8669],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 911, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '320,640p' magi/src/utils/agent\", \".ts\", \" clonedTool.definition.function = {\", \" ...tool.definition.function,\", \" };\", \" clonedTool.definition.function.parameters = {\", \" ...tool.definition.function.parameters,\", \" };\", \" clonedTool.definition.function.parameters.properties = {\", \" ...tool.definition.function.parameters.properties,\", \" };\", \"\", \" // Process dynamic properties in parameters\", \" await this.processDynamicToolParameters(clonedTool);\", \"\", \" combinedTools.set(\", \" clonedTool.definition.function.name,\", \" clonedTool\", \" );\", \" } else {\", \" console.warn(\", \" '[Agent.getTools] Encountered a base tool with missing defin\", \"ition or name:',\", \" tool\", \" );\", \" }\", \" }\", \"\", \" // 2. Add/override with tools from agentToolCache (via getAgentSpecificT\", \"ools)\", \" if (this.agent_id) {\", \" const cachedAgentTools = getAgentSpecificTools(this.agent_id);\", \" for (const tool of cachedAgentTools) {\", \" if (\", \" tool &&\", \" tool.definition &&\", \" tool.definition.function &&\", \" tool.definition.function.name\", \" ) {\", \" // Clone the tool to avoid modifying the original\", \" const clonedTool = { ...tool };\", \" clonedTool.definition = { ...tool.definition };\", \" clonedTool.definition.function = {\", \" ...tool.definition.function,\", \" };\", \" clonedTool.definition.function.parameters = {\", \" ...tool.definition.function.parameters,\", \" };\", \" clonedTool.definition.function.parameters.properties = {\", \" ...tool.definition.function.parameters.properties,\", \" };\", \"\", \" // Process dynamic properties in parameters\", \" await this.processDynamicToolParameters(clonedTool);\", \"\", \" combinedTools.set(\", \" clonedTool.definition.function.name,\", \" clonedTool\", \" ); // Overwrites if name exists\", \" } else {\", \" console.warn(\", \" '[Agent.getTools] Encountered a cached tool with missing\", \" definition or name:',\", \" tool\", \" );\", \" }\", \" }\", \" }\", \" return Array.from(combinedTools.values());\", \" }\", \"\", \" /**\", \" * Process dynamic tool parameters (descriptions and enums)\", \" * @param tool The tool to process\", \" */\", \" private async processDynamicToolParameters(\", \" tool: ToolFunction\", \" ): Promise {\", \" const properties = tool.definition.function.parameters.properties;\", \"\", \" for (const paramName in properties) {\", \" const param = properties[paramName];\", \"\", \" // Process dynamic description\", \" if (typeof param.description === 'function') {\", \" param.description = param.description();\", \" }\", \"\", \" // Process dynamic enum\", \" if (typeof param.enum === 'function') {\", \" param.enum = await param.enum();\", \" }\", \"\", \" // Handle nested parameters in objects\", \" if (param.properties) {\", \" for (const nestedParamName in param.properties) {\", \" const nestedParam = param.properties[nestedParamName];\", \"\", \" // Process nested dynamic description\", \" if (typeof nestedParam.description === 'function') {\", \" nestedParam.description = nestedParam.description();\", \" }\", \"\", \" // Process nested dynamic enum\", \" if (typeof nestedParam.enum === 'function') {\", \" nestedParam.enum = await nestedParam.enum();\", \" }\", \" }\", \" }\", \"\", \" // Handle items for array types\", \" if (param.items) {\", \" const items = param.items as any;\", \" if (typeof items.description === 'function') {\", \" items.description = items.description();\", \" }\", \" if (typeof items.enum === 'function') {\", \" items.enum = await items.enum();\", \" }\", \" }\", \" }\", \" }\", \"\", \" export(): AgentExportDefinition {\", \" // Return a simplified representation of the agent\", \" const agentExport: AgentExportDefinition = {\", \" agent_id: this.agent_id,\", \" name: this.name,\", \" };\", \" if (this.model) {\", \" agentExport.model = this.model;\", \" }\", \" if (this.modelClass) {\", \" agentExport.modelClass = this.modelClass;\", \" }\", \" if (this.parent_id) {\", \" // Make sure parent is an Agent with an export method\", \" agentExport.parent_id = this.parent_id;\", \" }\", \" if (this.cwd) {\", \" agentExport.cwd = this.cwd;\", \" }\", \" return agentExport;\", \" }\", \"}\", \"\", \"/**\", \" * Run an agent and capture its streamed response, including any confidence sign\", \"als\", \" */\", \"async function runAgentTool(\", \" agent: Agent,\", \" prompt: string,\", \" intelligence?: 'low' | 'standard' | 'high'\", \"): Promise {\", \" // Ensure these values are set to undefined if not provided\", \" agent.intelligence = intelligence || undefined;\", \"\", \" const modelClass = agent.modelClass || 'standard';\", \" switch (agent.intelligence) {\", \" case 'low':\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'mini';\", \" }\", \" if (['code', 'reasoning'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" break;\", \" case 'standard':\", \" // No change needed?\", \" break;\", \" case 'high':\", \" if (['mini'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" const handlers = {\", \" onToolCall: agent.onToolCall,\", \" onToolResult: agent.onToolResult,\", \" };\", \"\", \" try {\", \" return await Runner.runStreamedWithTools(agent, prompt, messages, handle\", \"rs);\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"dd3e33\"}",{},"8d0ed590-21e0-4696-a472-1f0525f578a6",{"_111":108,"_161":-5,"_445":8676},{"_453":473,"_228":474,"_475":-5,"_45":8675},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '320,640p' magi/src/utils/agent.ts\\n\"}",{},"daadc156-baab-40e2-9e6e-784c5750d608",{"_111":465,"_161":494,"_445":8683},{"_453":45,"_454":8681},{},[8682],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 729, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '160,320p' magi/src/utils/agent\", \".ts\", \" this.modelSettings.json_schema = this.jsonSchema;\", \" }\", \"\", \" if (definition.workers) {\", \" this.workers = definition.workers.map(\", \" (createAgentFn: WorkerFunction) => {\", \" // Call the function with no arguments or adjust based on wh\", \"at ExecutableFunction expects\", \" const agent = createAgentFn() as Agent;\", \" agent.parent_id = this.agent_id;\", \" return agent;\", \" }\", \" );\", \" this.tools = this.tools.concat(\", \" this.workers.map((worker: Agent) => worker.asTool())\", \" );\", \" }\", \" }\", \"\", \" /**\", \" * Create a tool from this agent that can be used by other agents\", \" */\", \" asTool(): ToolFunction {\", \" let description = `An agent called ${this.name}.\\\\n\\\\n${this.description}`\", \";\", \" if (this.tools) {\", \" description += `\\\\n\\\\n${this.name} has access to the following tools:\\\\\", \"n`;\", \" this.tools.forEach(tool => {\", \" description += `- ${tool.definition.function.name}\\\\n`;\", \" });\", \" description +=\", \" '\\\\nUse this as a guide when to call the agent, but let the agent\", \" decide which tools to use.';\", \" }\", \" return createToolFunction(\", \" async (...args: any[]) => {\", \" // Create a copy of the agent for this particular tool run with\", \"a unique ID\", \" const agent = cloneAgent(this);\", \" agent.agent_id = uuid();\", \"\", \" if (agent.processParams) {\", \" let paramsObj: Record;\", \"\", \" // Handle single object argument vs positional arguments\", \" if (\", \" args.length === 1 &&\", \" typeof args[0] === 'object' &&\", \" args[0] !== null\", \" ) {\", \" // Already using named parameters\", \" paramsObj = args[0] as Record;\", \" } else {\", \" // Convert positional arguments to named parameters base\", \"d on agent.params keys\", \" paramsObj = {};\", \" const paramKeys = Object.keys(agent.params || {});\", \" paramKeys.forEach((key, idx) => {\", \" if (idx < args.length) paramsObj[key] = args[idx];\", \" });\", \" }\", \"\", \" const { prompt, intelligence } = await agent.processParams(\", \" agent,\", \" paramsObj\", \" );\", \" return runAgentTool(agent, prompt, intelligence);\", \" }\", \"\", \" // If we have standard positional arguments, convert them to a p\", \"arameters object\", \" let task: string = typeof args[0] === 'string' ? args[0] : '';\", \" let context: string | undefined =\", \" typeof args[1] === 'string' ? args[1] : undefined;\", \" let warnings: string | undefined =\", \" typeof args[2] === 'string' ? args[2] : undefined;\", \" let goal: string | undefined =\", \" typeof args[3] === 'string' ? args[3] : undefined;\", \" let intelligence: ('low' | 'standard' | 'high') | undefined =\", \" args[4] as any;\", \"\", \" // If we have a single object argument with named parameters (fr\", \"om createToolFunction's validation),\", \" // extract the parameters\", \" if (\", \" args.length === 1 &&\", \" typeof args[0] === 'object' &&\", \" args[0] !== null\", \" ) {\", \" const params = args[0] as Record;\", \" task = params.task || task;\", \" context = params.context || context;\", \" warnings = params.warnings || warnings;\", \" goal = params.goal || goal;\", \" intelligence = params.intelligence || intelligence;\", \" }\", \"\", \" let prompt = `**Task:** ${task}`;\", \" if (context) {\", \" prompt += `\\\\n\\\\n**Context:** ${context}`;\", \" }\", \" if (warnings) {\", \" prompt += `\\\\n\\\\n**Warnings:** ${warnings}`;\", \" }\", \" if (goal) {\", \" prompt += `\\\\n\\\\n**Goal:** ${goal}`;\", \" }\", \"\", \" // Standard parameter passing\", \" return runAgentTool(agent, prompt, intelligence);\", \" },\", \" description,\", \" this.params || {\", \" task: {\", \" type: 'string',\", \" description: `What should ${this.name} work on? Generally yo\", \"u should leave the way the task is performed up to the agent unless the agent pr\", \"eviously failed. Agents are expected to work mostly autonomously.`,\", \" },\", \" context: {\", \" type: 'string',\", \" description: `What else might the ${this.name} need to know?\", \" Explain why you are asking for this - summarize the task you were given or the\", \"project you are working on. Please make it comprehensive. A couple of paragraphs\", \" is ideal.`,\", \" optional: true,\", \" },\", \" warnings: {\", \" type: 'string',\", \" description: `Is there anything the ${this.name} should avoi\", \"d or be aware of? You can leave this as a blank string if there's nothing obviou\", \"s.`,\", \" optional: true,\", \" },\", \" goal: {\", \" type: 'string',\", \" description: `This is the final goal/output or result you ex\", \"pect from the task. Try to focus on the overall goal and allow the ${this.name}\", \"to make it's own decisions on how to get there. One sentence is ideal.`,\", \" optional: true,\", \" },\", \" intelligence: {\", \" type: 'string',\", \" description: `What level of intelligence do you recommend fo\", \"r this task?\", \" - low: (under 90 IQ) Mini model used.\", \" - standard: (90 - 110 IQ)\", \" - high: (110+ IQ) Reasoning used.`,\", \" enum: ['low', 'standard', 'high'],\", \" optional: true,\", \" },\", \" },\", \" undefined,\", \" this.name\", \" );\", \" }\", \"\", \" /**\", \" * Get the complete set of tools available to this agent\", \" * Combines statically assigned tools with tools from agentToolCache\", \" * Processes dynamic tool parameter values (descriptions and enums)\", \" */\", \" public async getTools(): Promise {\", \" const combinedTools = new Map();\", \"\", \" // 1. Add statically assigned tools (from this.tools) or common tools as\", \" a base\", \" const baseTools = this.tools && this.tools.length > 0 ? this.tools : [];\", \" for (const tool of baseTools) {\", \" if (\", \" tool &&\", \" tool.definition &&\", \" tool.definition.function &&\", \" tool.definition.function.name\", \" ) {\", \" // Clone the tool to avoid modifying the original\", \" const clonedTool = { ...tool };\", \" clonedTool.definition = { ...tool.definition };\", \" clonedTool.definition.function = {\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c46741\"}",{},"c2d4b5e9-15e6-4970-83dd-f2e456cac5df",{"_111":108,"_161":-5,"_445":8688},{"_453":473,"_228":474,"_475":-5,"_45":1149},{"_451":500},{},"da08a16c-d22f-4dd6-8ef6-6cdb3bba7ec2",{"_111":465,"_161":494,"_445":8695},{"_453":45,"_454":8693},{},[8694],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 557, \"output\": [\"root@d5401332a209:/workspace/magi-system# sed -n '1,160p' magi/src/utils/agent.t\", \"s\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import {\", \" AgentDefinition,\", \" ModelSettings,\", \" AgentExportDefinition,\", \" ToolFunction,\", \" WorkerFunction,\", \" ResponseInput,\", \" AgentInterface,\", \" ToolCall,\", \" ResponseThinkingMessage,\", \" ToolParameterMap,\", \" ResponseOutputMessage,\", \"} from '../types/shared-types.js';\", \"import { createToolFunction } from './tool_call.js';\", \"\", \"import { v4 as uuid } from 'uuid';\", \"// Import removed to fix lint error\", \"import { Runner } from './runner.js';\", \"import { ModelClassID } from '../model_providers/model_data.js';\", \"\", \"import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"\", \"/**\", \" * Create a clone of an agent instance that properly handles functions\", \" * @param agent The agent to clone\", \" * @returns A new agent instance with copied properties and preserved function r\", \"eferences\", \" */\", \"export function cloneAgent(agent: Agent): Agent {\", \" // Create a new object with the same prototype\", \" const copy = Object.create(Object.getPrototypeOf(agent)) as Agent;\", \"\", \" // Copy own enumerable properties\", \" Object.entries(agent).forEach(([key, value]) => {\", \" // Keep original function references, don't try to duplicate them\", \" if (typeof value === 'function') {\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore - we know the index type here\", \" copy[key] = value;\", \" } else if (key === 'parent' && value instanceof Agent) {\", \" // For parent, keep the reference intact to preserve prototype chain\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = value;\", \" } else if (Array.isArray(value)) {\", \" // Shallow copy array (its elements can include functions - we keep\", \"refs)\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = [...value];\", \" } else if (value && typeof value === 'object') {\", \" // Shallow copy object (deep copy is rarely needed for config object\", \"s)\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = { ...value };\", \" } else {\", \" // Copy primitive\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = value;\", \" }\", \" });\", \"\", \" return copy;\", \"}\", \"\", \"/**\", \" * Agent class representing an LLM agent with tools\", \" */\", \"export class Agent implements AgentInterface {\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: Agent[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \" maxToolCalls: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" verifier?: Agent;\", \" maxVerificationAttempts: number;\", \" args: any;\", \" jsonSchema?: object; // JSON schema for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for the agent (used by model providers th\", \"at need a real shell)\", \"\", \" // Optional callback to preprocess parameters before runAgentTool\", \" params?: ToolParameterMap; // Map of parameter names to their definitions\", \" processParams?: (\", \" agent: AgentInterface,\", \" params: Record\", \" ) => Promise<{\", \" prompt: string;\", \" intelligence?: 'low' | 'standard' | 'high';\", \" }>;\", \"\", \" // Event handlers for tool calls and results\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \" onToolResult?: (toolCall: ToolCall, result: string) => Promise;\", \"\", \" // Event handlers for request and response\", \" onRequest?: (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" onResponse?: (message: ResponseOutputMessage) => Promise;\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \" constructor(definition: AgentDefinition) {\", \" this.agent_id = definition.agent_id || uuid();\", \" this.name = definition.name.replaceAll(' ', '_');\", \" this.description = definition.description;\", \" this.instructions = definition.instructions;\", \" this.tools = definition.tools || [];\", \"\", \" // Ensure agent-specific tools are attached once ID is assigned\", \" this.model = definition.model;\", \" this.modelClass = definition.modelClass;\", \" this.jsonSchema = definition.jsonSchema;\", \" this.params = definition.params;\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \"not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \"No default, undefined means no limit\", \" this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers that\", \" need a real shell\", \"\", \" if (definition.verifier) {\", \" this.verifier = new Agent({ ...definition.verifier, verifier: undefi\", \"ned });\", \" this.verifier.parent_id = this.agent_id;\", \" }\", \"\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \" this.onRequest = definition.onRequest as (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" this.onThinking = definition.onThinking;\", \" this.onResponse = definition.onResponse;\", \" this.tryDirectExecution = definition.tryDirectExecution; // Add this lin\", \"e\", \"\", \" // Configure JSON formatting if schema is provided\", \" if (this.jsonSchema) {\", \" if (!this.modelSettings) this.modelSettings = {};\", \" this.modelSettings.json_schema = this.jsonSchema;\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"180026\"}",{},"ebd27eaf-459c-42a0-b132-4e76fffe6070",{"_111":108,"_161":-5,"_445":8700},{"_453":473,"_228":474,"_475":-5,"_45":1162},{"_451":472},{},"09579272-b4e1-4061-a326-8e4c23a8ce65",{"_111":108,"_161":-5,"_445":8707},{"_453":45,"_454":8705},{"_482":57,"_483":484,"_451":452},[8706],"I'll check the diff of magi/src/utils/agent.ts to see what's been removed.",{},"5e352352-9b74-4cdf-b09d-b51492fef2ff",{"_111":465,"_161":494,"_445":8714},{"_453":45,"_454":8712},{},[8713],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 548, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show HEAD | sed -n '320,480p'\", \"+ verificationAttempt + 1\", \"+ );\", \"+ }\", \"+ }\", \"+\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"840eef\"}",{},"08c1b9f6-0b60-468a-be7d-bb38cc9c13c3",{"_111":108,"_161":-5,"_445":8720},{"_453":473,"_228":474,"_475":-5,"_45":8719},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD | sed -n '320,480p'\\n\"}",{},"3bf8ef82-084a-4141-bb00-21d0996e0d17",{"_111":465,"_161":494,"_445":8727},{"_453":45,"_454":8725},{},[8726],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 368, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show HEAD | sed -n '160,320p'\", \"- ? results\", \"- : JSON.stringify(results, null, 2);\", \"-\", \"- // Only add to results if it's not already included\", \"- if (\", \"- !toolResultsToInclude.includes(\", \"- resultString.substring(\", \"- 0,\", \"- Math.min(50, resultString.length)\", \"- )\", \"- )\", \"- ) {\", \"- toolResultsToInclude += resultString + '\\\\n';\", \"- console.log(\", \"- `${agent.name} captured tool result from st\", \"ream: ${resultString.substring(0, 100)}...`\", \"- );\", \"- }\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing tool result in ${agent.name}:`,\", \"- err\", \"- );\", \"- }\", \"- }\", \"- },\", \"- };\", \"-\", \"- // Run the agent with the unified function\", \"- let response = await Runner.runStreamedWithTools(\", \"- agent,\", \"- prompt,\", \"- messages,\", \"- handlers\", \"- );\", \"-\", \"- // If we have a response but it doesn't seem to include tool results, a\", \"ppend them\", \"- if (\", \"- response &&\", \"- toolResultsToInclude &&\", \"- !response.includes(\", \"- toolResultsToInclude.substring(\", \"- 0,\", \"- Math.min(50, toolResultsToInclude.length)\", \"- )\", \"- )\", \"- ) {\", \"- // Only append if the tool results aren't already reflected in the\", \"response\", \"- console.log(`${agent.name} appending tool results to response`);\", \"- response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \"- }\", \"-\", \"- console.log(`${agent.name} final response: ${response}`);\", \"- return response || `No response from ${agent.name.toLowerCase()}`;\", \"+ return await Runner.runStreamedWithTools(agent, prompt, messages, handl\", \"ers);\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \"diff --git a/magi/src/utils/runner.ts b/magi/src/utils/runner.ts\", \"index 5a5d22c..513e3d1 100644\", \"--- a/magi/src/utils/runner.ts\", \"+++ b/magi/src/utils/runner.ts\", \"@@ -21,6 +21,7 @@ import type {\", \" StreamEventType,\", \" ErrorEvent,\", \" ResponseOutputMessage,\", \"+ VerifierResult,\", \" } from '../types/shared-types.js';\", \" import { Agent } from './agent.js';\", \" import { getModelProvider } from '../model_providers/model_provider.js';\", \"@@ -453,6 +454,38 @@ export class Runner {\", \" };\", \" } // End of runStreamed\", \"\", \"+ /**\", \"+ * Run a verifier agent against `output` and return its structured result.\", \"+ * The verifier must return JSON or a plain string that parses into Verifie\", \"rResult.\", \"+ */\", \"+ static async verifyRun(\", \"+ verifier: Agent,\", \"+ output: string,\", \"+ history: ResponseInput,\", \"+ handlers: ToolCallHandler,\", \"+ allowed: StreamEventType[] | null,\", \"+ ): Promise {\", \"+ const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.pare\", \"nt_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser outp\", \"ut:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \"+\", \"+ const raw = await Runner.runStreamedWithTools(\", \"+ verifier,\", \"+ verifyPrompt,\", \"+ history,\", \"+ handlers,\", \"+ allowed,\", \"+ 0,\", \"+ undefined,\", \"+ true\", \"+ );\", \"+\", \"+ try {\", \"+ return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.pars\", \"e(String(raw));\", \"+ } catch {\", \"+ const txt = raw.toString().trim().toLowerCase();\", \"+ return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fai\", \"l', reason: raw as string };\", \"+ }\", \"+ }\", \"+\", \" /**\", \" * Unified function to run an agent with streaming and handle all events in\", \"cluding tool calls\", \" */\", \"@@ -463,7 +496,9 @@ export class Runner {\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across r\", \"ecursive calls\", \"- communicationManager?: any // Add optional communicationManager paramet\", \"er\", \"+ communicationManager?: any, // Add optional communicationManager parame\", \"ter\", \"+ skipVerifier = false,\", \"+ verificationAttempt = 0\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \"@@ -903,6 +938,47 @@ export class Runner {\", \"\", \" agent.model = undefined; // Allow a new model to be selected for th\", \"e next run\", \"\", \"+ // ── post-run verification ───────────────────────────────────────\", \"───────\", \"+ if (!skipVerifier && agent.verifier) {\", \"+ const vResult = await Runner.verifyRun(\", \"+ agent.verifier,\", \"+ fullResponse,\", \"+ conversationHistory,\", \"+ handlers,\", \"+ allowedEvents\", \"+ );\", \"+\", \"+ if (\", \"+ vResult.status === 'fail' &&\", \"+ verificationAttempt < agent.maxVerificationAttempts\", \"+ ) {\", \"+ console.warn(\", \"+ `[Runner] verifier failed: ${vResult.reason ?? '(no rea\", \"son)'}`\", \"+ );\", \"+ const retryHistory: ResponseInput = [\", \"+ ...conversationHistory,\", \"+ { type: 'message', role: 'assistant', content: fullResp\", \"onse },\", \"+ {\", \"+ type: 'message',\", \"+ role: 'developer',\", \"+ content: `Verifier feedback:\\\\n${vResult.reason ?? '\", \"(none)'}`,\", \"+ },\", \"+ ];\", \"+\", \"+ return await Runner.runStreamedWithTools(\", \"+ agent,\", \"+ '',\", \"+ retryHistory,\", \"+ handlers,\", \"+ allowedEvents,\", \"+ toolCallCount,\", \"+ communicationManager,\", \"+ false,\", \"+ verificationAttempt + 1\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f1f1cb\"}",{},"37c50c01-98dd-4b39-9104-aca279f52b58",{"_111":108,"_161":-5,"_445":8733},{"_453":473,"_228":474,"_475":-5,"_45":8732},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD | sed -n '160,320p'\\n\"}",{},"38670009-2e3c-42f2-95bc-2df663e5b70c",{"_111":465,"_161":494,"_445":8740},{"_453":45,"_454":8738},{},[8739],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 278, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show HEAD | sed -n '80,160p'\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds pe\", \"r turn\", \"+ verifier?: Agent;\", \"+ maxVerificationAttempts: number;\", \" args: any;\", \" jsonSchema?: object; // JSON schema for structured output\", \" historyThread?: ResponseInput | undefined;\", \"@@ -133,10 +133,16 @@ export class Agent implements AgentInterface {\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \" not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \" No default, undefined means no limit\", \"+ this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers tha\", \"t need a real shell\", \"\", \"+ if (definition.verifier) {\", \"+ this.verifier = new Agent({ ...definition.verifier, verifier: undef\", \"ined });\", \"+ this.verifier.parent_id = this.agent_id;\", \"+ }\", \"+\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \"@@ -487,109 +493,13 @@ async function runAgentTool(\", \" }\", \"\", \" const messages: ResponseInput = [];\", \"- let toolResultsToInclude = '';\", \"- const toolCalls: any[] = [];\", \"+ const handlers = {\", \"+ onToolCall: agent.onToolCall,\", \"+ onToolResult: agent.onToolResult,\", \"+ };\", \"\", \" try {\", \"- console.log(\", \"- `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \"- prompt\", \"- );\", \"-\", \"- // Set up handlers for the unified streaming function\", \"- const handlers = {\", \"- onToolCall: (toolCall: ToolCall) => {\", \"- console.log(`${agent.name} intercepted tool call:`, toolCall);\", \"- toolCalls.push(toolCall);\", \"- },\", \"- onToolResult: (toolCall: ToolCall, result: string) => {\", \"- try {\", \"- console.log(\", \"- `${agent.name} intercepted tool result:`,\", \"- truncateLargeValues(result)\", \"- );\", \"- if (result) {\", \"- const resultString =\", \"- typeof result === 'string'\", \"- ? result\", \"- : JSON.stringify(result, null, 2);\", \"-\", \"- // Store results so we can include them in the response\", \" if needed\", \"- toolResultsToInclude += resultString + '\\\\n';\", \"- console.log(\", \"- `${agent.name} captured tool result: ${resultString\", \".substring(0, 100)}...`\", \"- );\", \"- }\", \"- } catch (err) {\", \"- console.error(\", \"- `Error processing intercepted tool result in ${agent.na\", \"me}:`,\", \"- err\", \"- );\", \"- }\", \"- },\", \"- onEvent: (event: StreamingEvent) => {\", \"- // Capture tool results from tool_done events\", \"- if (event.type === 'tool_done') {\", \"- try {\", \"- const toolEvent = event as ToolEvent;\", \"- const results = toolEvent.results;\", \"- if (results) {\", \"- const resultString =\", \"- typeof results === 'string'\", \"- ? results\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"771afb\"}",{},"a8f6ce4b-56b1-483d-8fa5-fdf462a0bab5",{"_111":108,"_161":-5,"_445":8746},{"_453":473,"_228":474,"_475":-5,"_45":8745},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD | sed -n '80,160p'\\n\"}",{},"72382c2b-ce34-4958-a1bd-92afd14ead3b",{"_111":465,"_161":494,"_445":8753},{"_453":45,"_454":8751},{},[8752],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 212, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show HEAD | sed -n '20,80p'\", \"index e402727..f1046fa 100644\", \"--- a/common/shared-types.ts\", \"+++ b/common/shared-types.ts\", \"@@ -41,6 +41,8 @@ export interface AgentInterface {\", \" modelClass?: string;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \"+ verifier?: AgentDefinition; // Optional verifier agent\", \"+ maxVerificationAttempts?: number; // Number of retries allowed\", \" onToolCall?: (toolCall: ToolCall) => void;\", \" onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \"@@ -139,6 +141,11 @@ export type ToolParameterMap = {\", \" | ToolParameter;\", \" };\", \"\", \"+export interface VerifierResult {\", \"+ status: 'pass' | 'fail';\", \"+ reason?: string;\", \"+}\", \"+\", \" /**\", \" * Definition of an agent with model and tool settings\", \" */\", \"@@ -154,6 +161,8 @@ export interface AgentDefinition {\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds pe\", \"r turn\", \"+ verifier?: AgentDefinition;\", \"+ maxVerificationAttempts?: number;\", \" jsonSchema?: object; // JSON schema definition for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for model providers that need a real she\", \"ll context\", \"diff --git a/magi/src/utils/agent.ts b/magi/src/utils/agent.ts\", \"index 215db88..11ec3bd 100644\", \"--- a/magi/src/utils/agent.ts\", \"+++ b/magi/src/utils/agent.ts\", \"@@ -9,10 +9,8 @@ import {\", \" AgentDefinition,\", \" ModelSettings,\", \" AgentExportDefinition,\", \"- ToolEvent,\", \" ToolFunction,\", \" WorkerFunction,\", \"- StreamingEvent,\", \" ResponseInput,\", \" AgentInterface,\", \" ToolCall,\", \"@@ -26,7 +24,7 @@ import { v4 as uuid } from 'uuid';\", \" // Import removed to fix lint error\", \" import { Runner } from './runner.js';\", \" import { ModelClassID } from '../model_providers/model_data.js';\", \"-import { truncateLargeValues } from './file_utils.js';\", \"+\", \" import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"\", \" /**\", \"@@ -88,6 +86,8 @@ export class Agent implements AgentInterface {\", \" intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \" maxToolCalls: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds pe\", \"r turn\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b80818\"}",{},"912da5e2-fd70-4cc6-9afa-76c41ce5566c",{"_111":108,"_161":-5,"_445":8759},{"_453":473,"_228":474,"_475":-5,"_45":8758},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD | sed -n '20,80p'\\n\"}",{},"f897d799-8e94-40c8-9fe5-1db7afc23916",{"_111":465,"_161":494,"_445":8766},{"_453":45,"_454":8764},{},[8765],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 188, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show HEAD | head -n 20\", \"commit 0c120134c5d4c0561354b26737cb08f1cf359dda\", \"Author: Codex \", \"Date: Sun May 18 10:04:29 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \"diff --git a/README.md b/README.md\", \"index 616a354..165aa3f 100644\", \"--- a/README.md\", \"+++ b/README.md\", \"@@ -142,6 +142,7 @@ docker-compose.yml\", \" - **Tool Integration**: Agents can use tools like web search, code execution, a\", \"nd browser automation\", \" - **Browser Integration**: Chrome extension allows direct interaction with the\", \"web browser\", \" - **Cost Tracking**: Monitors and reports on API usage costs\", \"+- **Verifier Agents**: Optional verifier agents can call any tools; failures tr\", \"igger automatic retries (default 2)\", \"\", \" ## Command Line Utilities\", \"\", \"diff --git a/common/shared-types.ts b/common/shared-types.ts\", \"index e402727..f1046fa 100644\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"00829a\"}",{},"73dbfb7c-6005-422c-b805-233e65ed83ac",{"_111":108,"_161":-5,"_445":8772},{"_453":473,"_228":474,"_475":-5,"_45":8771},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD | head -n 20\\n\"}",{},"153b971e-0585-4411-a368-936a9ebdd285",{"_111":108,"_161":-5,"_445":8779},{"_453":45,"_454":8777},{"_482":57,"_483":484,"_451":452},[8778],"I’ll open the patch now. Let’s check the changes.",{},"23d50ac5-150f-4e4f-9686-4dba8f5f6594",{"_111":465,"_161":494,"_445":8786},{"_453":45,"_454":8784},{},[8785],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 176, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show HEAD --stat\", \"commit 0c120134c5d4c0561354b26737cb08f1cf359dda (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:04:29 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f0c9e9\"}",{},"c34b541b-a384-4c54-af45-5bde01a5054b",{"_111":108,"_161":-5,"_445":8792},{"_453":473,"_228":474,"_475":-5,"_45":8791},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git show HEAD --stat\\n\"}",{},"82e26792-5bb6-4d7f-89c4-98f4f60606f0",{"_111":108,"_161":-5,"_445":8799},{"_453":45,"_454":8797},{"_482":57,"_483":484,"_451":452},[8798],"I’ll run 'git show -s HEAD' to check if truncation caused the issue.",{},"d0c45e1e-856d-433d-9252-dbc79585184c",{"_111":465,"_161":494,"_445":8806},{"_453":45,"_454":8804},{},[8805],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 175, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show --stat | sed -n '12,60p'\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3541f5\"}",{},"806ba429-725e-42dd-8efd-012683bed9f4",{"_111":108,"_161":-5,"_445":8812},{"_453":473,"_228":474,"_475":-5,"_45":8811},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git show --stat | sed -n '12,60p'\\n\"}",{},"73386277-4f96-42bd-b360-fc9a71b904d8",{"_111":465,"_161":494,"_445":8819},{"_453":45,"_454":8817},{},[8818],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 163, \"output\": [\"root@d5401332a209:/workspace/magi-system# git show --stat\", \"commit 0c120134c5d4c0561354b26737cb08f1cf359dda (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:04:29 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"fbfb1d\"}",{},"4e73d6be-e55a-454f-84cb-b54b03b857d8",{"_111":108,"_161":-5,"_445":8824},{"_453":473,"_228":474,"_475":-5,"_45":1129},{"_451":472},{},"16d59ac5-64c4-4cdb-93cb-784137512f35",{"_111":108,"_161":-5,"_445":8831},{"_453":45,"_454":8829},{"_482":57,"_483":484,"_451":452},[8830],"I'll review the \"Applying previous commit\" by running 'git show HEAD'.",{},"d3cd5730-7c73-41c2-874a-ab7553109190",{"_111":465,"_161":494,"_445":8838},{"_453":45,"_454":8836},{},[8837],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 151, \"output\": [\"root@d5401332a209:/workspace/magi-system# git log -1 --stat\", \"commit 0c120134c5d4c0561354b26737cb08f1cf359dda (HEAD -> work)\", \"Author: Codex \", \"Date: Sun May 18 10:04:29 2025 +0000\", \"\", \" Applying previous commit.\", \"\", \" README.md | 1 +\", \" common/shared-types.ts | 9 ++++\", \" magi/src/utils/agent.ts | 118 ++++++-----------------------------------------\", \" magi/src/utils/runner.ts | 78 ++++++++++++++++++++++++++++++-\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"d08bc6\"}",{},"73370262-5781-4529-a63e-d2af8e3ae548",{"_111":108,"_161":-5,"_445":8843},{"_453":473,"_228":474,"_475":-5,"_45":1314},{"_451":472},{},"1de0cf0e-5885-4b5c-abe3-d16022adf632",{"_111":465,"_161":494,"_445":8850},{"_453":45,"_454":8848},{},[8849],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 150, \"output\": [\"root@d5401332a209:/workspace/magi-system# git status --short\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"2b54f6\"}",{},"55b6d103-ebed-4e5e-a87e-0516d0d5b5c4",{"_111":108,"_161":-5,"_445":8855},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":472},{},"a3a29853-7574-4de9-942c-3c9747e8d6e4",{"_111":108,"_161":-5,"_445":8862},{"_453":45,"_454":8860},{"_482":57,"_483":484,"_451":452},[8861],"I see the root AGENTS.md file provides essential instructions, and I’m inspecting the changes now.",{},"ce37f5b7-7991-4c60-86e7-c75758c09b3c",{"_111":465,"_161":494,"_445":8869},{"_453":45,"_454":8867},{},[8868],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 149, \"output\": [\"ackroot@d5401332a209:/workspace/magi-system# cat AGENTS.md | sed -n '120,240p'\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"bef6fd\"}",{},"fe6ec392-bcd1-4f22-8a92-a6b10b4720a7",{"_111":108,"_161":-5,"_445":8875},{"_453":473,"_228":474,"_475":-5,"_45":8874},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"cat AGENTS.md | sed -n '120,240p'\\n\"}",{},"edd4140e-621a-430a-8e85-1a9fa6ae4352",{"_111":108,"_161":-5,"_445":8882},{"_453":45,"_454":8880},{"_482":57,"_483":484,"_451":452},[8881],"I'll pause at section 120 and skim the rest of the AGENTS.md file.",{},"6f6dc2c8-d153-450f-b0fc-10a840112119",{"_111":465,"_161":494,"_445":8889},{"_453":45,"_454":8887},{},[8888],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 112, \"output\": [\"ackroot@d5401332a209:/workspace/magi-system# cat AGENTS.md | sed -n '61,120p'\", \"- Unit tests with Vitest in `test/`\", \"- E2E tests with Playwright in `test/playwright/`\", \"- Example custom tools in `test/tools` (run via `npm run test:tools`)\", \"- Integration tests for individual agents with `test/magi-docker.sh`\", \"- See `docs/TESTING.md` for advanced scenarios\", \"\", \"## Repository Etiquette\", \"- Branch names: `feat/`, `fix/`\", \"- Conventional Commits required\", \"- PRs must pass CI and require at least one approving review\", \"\", \"## Developer Environment Setup\", \"1. `cp .env.example .env` and fill in API keys\", \"2. `npm install`\", \"3. `npm run setup` # builds host tools and prepares Chrome\", \"4. `docker compose up -d db`\", \"5. `npm run dev` – open http://localhost:3010\", \"\", \"## Project-Specific Warnings\", \"- Do NOT commit real API keys. `.env` is git-ignored.\", \"- Heavy tasks may consume OpenAI/Anthropic quotas quickly.\", \"- Agent containers require proper configuration in docker-compose.yml.\", \"\", \"## Key Utility Functions / APIs\", \"- `magi/src/utils/runner.js` – Core agent runner\", \"- `magi/src/utils/history.js` – Conversation history management\", \"- `magi/src/utils/memory.js` – Memory persistence\", \"- `magi/src/model_providers/` – LLM API wrappers\", \"- `controller/src/server/docker_interface.ts` – Container management\", \"\", \"## Special Features\", \"- MECH (Meta-cognition Ensemble Chain-of-thought Hierarchy) - Intelligent model\", \"selection\", \"- Custom Tools - Dynamic tool creation by agents at runtime\", \"- Browser control - CDP-based browser automation\", \"- Multi-provider support - Works with various LLM providers with automatic fallb\", \"ackroot@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"67fd55\"}",{},"1e325ba1-3f58-4b92-b8b0-5f0a3e8634f2",{"_111":108,"_161":-5,"_445":8895},{"_453":473,"_228":474,"_475":-5,"_45":8894},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"cat AGENTS.md | sed -n '61,120p'\\n\"}",{},"99ece374-47cd-49ee-b602-1a681320dc0c",{"_111":465,"_161":494,"_445":8902},{"_453":45,"_454":8900},{},[8901],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 10, \"output\": [\"root@d5401332a209:/workspace/magi-system# cat AGENTS.md\", \"# Project Overview\", \"MAGI System is a modular, autonomous AI orchestration framework. It coordinates\", \"specialized agents (Browser, Code, Search, etc.) through a central Overseer runn\", \"ing on Node.js. A React frontend lets users monitor tasks in real-time while Soc\", \"ket.IO keeps the browser, controller, and agents in sync.\", \"\", \"## Setup\", \"Run these before you start work\", \"```bash\", \"npm install\", \"npm run build\", \"```\", \"\", \"## Quality gate\", \"Run these before every commit\", \"```bash\", \"npm run lint:fix\", \"npm run test:tools\", \"```\", \"\", \"## Core Modules & Files\", \"- controller/: Gateway between browser UI and Overseer (Node + TypeScript)\", \" - src/server/server.ts – Express/Socket.IO server entry\", \" - src/client/ – React UI code\", \"- magi/: Core orchestration logic for agents\", \" - src/magi.ts – Main bootstrapping entry for the Overseer\", \" - src/magi_agents/ – Specialized agent implementations\", \" - src/model_providers/ – LLM providers (Anthropic, OpenAI, Google)\", \"- common/: Shared TypeScript utilities and types\", \"- host/: Browser bridge for Chrome automation via CDP\", \"- db/: PostgreSQL migrations and schema\", \"- docker-compose.yml – Container orchestration\", \"\", \"## `project_map.json`\", \"High-level machine-readable index of the repository. Use it to quickly locate en\", \"try points, key directories, and common commands.\", \"\", \"## Build Process\", \"The system relies on Docker for reproducible environments. Use `npm run build` t\", \"o compile TypeScript and build the images.\", \"- `npm run build:host` – compile host utilities only\", \"- `npm run build:docker` – build controller and magi images\", \"\", \"\", \"## Common Bash Commands\", \"```bash\", \"npm install # install all workspaces\", \"npm run setup # configure Chrome and shared volumes\", \"npm run dev # start watchers and Docker services\", \"npm run build # compile TypeScript bundles\", \"npm run build:docker # build controller and magi images\", \"npm run build:host # compile host utilities\", \"npm run browser:start # launch Chrome for browser agent\", \"npm test # run unit tests (Vitest)\", \"npm run test:e2e # run E2E tests (Playwright)\", \"npm run test:tools # execute example custom tools\", \"docker compose up -d # spin up Postgres & pgvector\", \"```\", \"\", \"## Code Style Guidelines\", \"- TypeScript strict mode; run `npm run lint` (ESLint)\", \"- Prettier enforced via Husky pre-commit hooks\", \"- Commit hooks ensure formatting & tests pass\", \"\", \"## Testing Instructions\", \"- Unit tests with Vitest in `test/`\", \"- E2E tests with Playwright in `test/playwright/`\", \"- Example custom tools in `test/tools` (run via `npm run test:tools`)\", \"- Integration tests for individual agents with `test/magi-docker.sh`\", \"- See `docs/TESTING.md` for advanced scenarios\", \"\", \"## Repository Etiquette\", \"- Branch names: `feat/`, `fix/`\", \"- Conventional Commits required\", \"- PRs must pass CI and require at least one approving review\", \"\", \"## Developer Environment Setup\", \"1. `cp .env.example .env` and fill in API keys\", \"2. `npm install`\", \"3. `npm run setup` # builds host tools and prepares Chrome\", \"4. `docker compose up -d db`\", \"5. `npm run dev` – open http://localhost:3010\", \"\", \"## Project-Specific Warnings\", \"- Do NOT commit real API keys. `.env` is git-ignored.\", \"- Heavy tasks may consume OpenAI/Anthropic quotas quickly.\", \"- Agent containers require proper configuration in docker-compose.yml.\", \"\", \"## Key Utility Functions / APIs\", \"- `magi/src/utils/runner.js` – Core agent runner\", \"- `magi/src/utils/history.js` – Conversation history management\", \"- `magi/src/utils/memory.js` – Memory persistence\", \"- `magi/src/model_providers/` – LLM API wrappers\", \"- `controller/src/server/docker_interface.ts` – Container management\", \"\", \"## Special Features\", \"- MECH (Meta-cognition Ensemble Chain-of-thought Hierarchy) - Intelligent model\", \"selection\", \"- Custom Tools - Dynamic tool creation by agents at runtime\", \"- Browser control - CDP-based browser automation\", \"- Multi-provider support - Works with various LLM providers with automatic fallb\", \"ackroot@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a321c9\"}",{},"b951514c-c48a-4a46-b7e4-a61d20c8a79c",{"_111":108,"_161":-5,"_445":8907},{"_453":473,"_228":474,"_475":-5,"_45":1472},{"_451":500},{},"a567915a-c71f-4c82-a9ad-cb1fb06fe3ec",{"_111":465,"_161":494,"_445":8914},{"_453":45,"_454":8912},{},[8913],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 2, \"output\": [\"root@d5401332a209:/workspace# cd magi-system\", \"root@d5401332a209:/workspace/magi-system# ls\", \"AGENTS.md controller magi templates\", \"CLAUDE.md db overseer_review_report.md test\", \"LICENSE docker-compose.yml package-lock.json tsconfig.json\", \"POSTGRES.md docs package.json vitest.config.ts\", \"README.md eslint.config.js project_map.json\", \"common host scripts\", \"root@d5401332a209:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9b4241\"}",{},"3904a5ca-f63f-4ee4-9a1c-e9b8b25577b9",{"_111":108,"_161":-5,"_445":8919},{"_453":473,"_228":474,"_475":-5,"_45":1492},{"_451":500},{},"1d0065f1-fc85-4511-af6b-ac55d98e9dfc",{"_111":465,"_161":494,"_445":8926},{"_453":45,"_454":8924},{},[8925],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 0, \"output\": [\"root@d5401332a209:/workspace# ls\", \"magi-system\", \"root@d5401332a209:/workspace#\"], \"num_elided_lines\": 0, \"chunk_id\": \"8c857e\"}",{},"1c009003-be5b-43d7-9b83-6bdeeb36cdf7",{"_111":108,"_161":-5,"_445":8931},{"_453":473,"_228":474,"_475":-5,"_45":1505},{"_451":500},{},"30c7a9be-6b60-4b84-a650-8f2a178eb356",{"_111":465,"_161":1513,"_445":8938},{"_453":45,"_454":8936},{},[8937],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 0, \"output\": [\"root@d5401332a209:/workspace#\"], \"num_elided_lines\": 0, \"chunk_id\": \"87c5f2\"}",{},"7f3b5ae7-4178-4d13-8e2f-31f20d42c151",{"_111":108,"_161":-5,"_445":8943},{"_453":473,"_228":474,"_475":-5,"_45":1519},{"_451":472},{},"a74b71cc-437f-47c3-b3d2-5b40e76004c4",{"_111":261,"_161":-5,"_445":8952},{"_453":45,"_454":8950},{"_1532":8948},{"_1534":8949},[],[8951],"this removes a lot from agents.ts - was the deliberate? You please think critically",{},1747562781.286949,"Reading 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verifier?: AgentDefinition; // Optional verifier agent"," maxVerificationAttempts?: number; // Number of retries 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the deletion is deliberate to avoid duplicating logic; `Runner` now handles event streaming, tool results, and verification in one place.","\n\n`VerifierResult` and related fields are defined in the shared types:\n\n```\n144 export interface VerifierResult {\n145 status: 'pass' | 'fail';\n146 reason?: string;\n147 }\n...\n163 maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per turn\n164 verifier?: AgentDefinition;\n165 maxVerificationAttempts?: number;\n```\n",128,"\n\nThis change was intentional. The refactor centralizes tool-call handling and new verification logic within `Runner.runStreamedWithTools` and its helper `verifyRun`, keeping the hot path simpler. The constructor now initializes optional verifier agents:\n\n```\n136 this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\n...\n141 if (definition.verifier) {\n142 this.verifier = new Agent({ ...definition.verifier, verifier: undefined });\n143 this.verifier.parent_id = this.agent_id;\n144 }\n```\n",602,"\n\nIn the previous revision, this section contained extensive logic to intercept tool calls and results, accumulate them, and append them to the response string when necessary:\n\n```\n... onToolCall: (toolCall: ToolCall) => { ... }\n... onToolResult: (toolCall: ToolCall, result: string) => { ... }\n... onEvent: (event: StreamingEvent) => { ... }\n... response += '\\n\\nTool Results:\\n' + toolResultsToInclude;\n...\n```\n",465,"The new commit simplifies `runAgentTool` by deleting a large block that manually captured tool events and appended results. The function now just delegates to `Runner.runStreamedWithTools`, relying on the runner to manage tool calls and verification. You can see the simplified logic here:\n\n```\n465 async function runAgentTool(\n...\n495 const messages: ResponseInput = [];\n496 const handlers = {\n497 onToolCall: agent.onToolCall,\n498 onToolResult: agent.onToolResult,\n499 };\n500 \n501 try {\n502 return await Runner.runStreamedWithTools(agent, prompt, messages, handlers);\n503 } catch (error) {\n504 console.error(`Error in ${agent.name}: ${error}`);\n505 return `Error in ${agent.name}: ${error}`;\n506 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found)【dfeae9†L1-L23】",{},"2046c82f-5b1e-4da4-b575-6ff2ccb25a75",{"_111":465,"_161":466,"_445":9634},{"_453":45,"_454":9633},{},[464],{},"bdbc112f-661f-433b-89b8-bbfd57820598",{"_111":108,"_161":-5,"_445":9640},{"_453":473,"_228":474,"_475":-5,"_45":9639},{"_451":472},"{\"title\":\"Implement verifier agent framework\", \"body\":\"## Summary\\n- add `VerifierResult` type and verifier fields to agent types\\n- instantiate verifier agent and add config in `Agent` constructor\\n- implement `Runner.verifyRun` helper and verification logic\\n- simplify `runAgentTool` wrapper\\n- document verifier agent feature in README\\n\\n## Testing\\n- `npm run lint:fix` *(fails: Cannot find package '@eslint/js')*\\n- `npm run test:tools` *(fails: docker not found)*\"}",{},"66bc5ead-361d-4e7d-b985-2eca602f669a",{"_111":108,"_161":-5,"_445":9647},{"_453":45,"_454":9645},{"_482":57,"_483":484,"_451":452},[9646],"I'll summarize the PR and include logs from failing lint and tests. Then, I'll create it.",{},"f49d7460-6548-4114-95e1-229d0a8c6c8d",{"_111":465,"_161":494,"_445":9654},{"_453":45,"_454":9652},{},[9653],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 6082, \"output\": [\"root@7692afb09b28:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '488,528p'\", \" 488 }\", \" 489 if (['standard'].includes(modelClass)) {\", \" 490 agent.modelClass = 'reasoning';\", \" 491 }\", \" 492 break;\", \" 493 }\", \" 494\", \" 495 const messages: ResponseInput = [];\", \" 496 const handlers = {\", \" 497 onToolCall: agent.onToolCall,\", \" 498 onToolResult: agent.onToolResult,\", \" 499 };\", \" 500\", \" 501 try {\", \" 502 return await Runner.runStreamedWithTools(agent, prompt, messages\", \", handlers);\", \" 503 } catch (error) {\", \" 504 console.error(`Error in ${agent.name}: ${error}`);\", \" 505 return `Error in ${agent.name}: ${error}`;\", \" 506 }\", \" 507 }\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"58193d\"}",{},"e0ed232f-0b21-482c-90b0-335293a01deb",{"_111":108,"_161":-5,"_445":9660},{"_453":473,"_228":474,"_475":-5,"_45":9659},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '488,528p'\\n\"}",{},"46d6f725-22d6-4670-8c1a-d781d844fd4f",{"_111":108,"_161":-5,"_445":9667},{"_453":45,"_454":9665},{"_482":57,"_483":484,"_451":452,"_4156":57},[9666],"I'm checking the updates to the runAgentTool to ensure they're correct.",{},"1991c7e5-ff9c-4fa4-8b9a-c169431e75bd",{"_111":465,"_161":494,"_445":9674},{"_453":45,"_454":9672},{},[9673],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 6021, \"output\": [\"root@7692afb09b28:/workspace/magi-system# nl -ba magi/src/utils/runner.ts | sed\", \"-n '930,982p'\", \" 930 // If force_json is true, we could retry here\", \" 931 if (agent.modelSettings?.force_json) {\", \" 932 console.warn(\", \" 933 \\\"[Runner] force_json is true but couldn't ge\", \"t valid JSON. Consider implementing retry logic.\\\"\", \" 934 );\", \" 935 }\", \" 936 }\", \" 937 }\", \" 938\", \" 939 agent.model = undefined; // Allow a new model to be selected\", \" for the next run\", \" 940\", \" 941 // ── post-run verification ────────────────────────────────\", \"──────────────\", \" 942 if (!skipVerifier && agent.verifier) {\", \" 943 const vResult = await Runner.verifyRun(\", \" 944 agent.verifier,\", \" 945 fullResponse,\", \" 946 conversationHistory,\", \" 947 handlers,\", \" 948 allowedEvents\", \" 949 );\", \" 950\", \" 951 if (\", \" 952 vResult.status === 'fail' &&\", \" 953 verificationAttempt < agent.maxVerificationAttempts\", \" 954 ) {\", \" 955 console.warn(\", \" 956 `[Runner] verifier failed: ${vResult.reason ?? '\", \"(no reason)'}`\", \" 957 );\", \" 958 const retryHistory: ResponseInput = [\", \" 959 ...conversationHistory,\", \" 960 { type: 'message', role: 'assistant', content: f\", \"ullResponse },\", \" 961 {\", \" 962 type: 'message',\", \" 963 role: 'developer',\", \" 964 content: `Verifier feedback:\\\\n${vResult.reas\", \"on ?? '(none)'}`,\", \" 965 },\", \" 966 ];\", \" 967\", \" 968 return await Runner.runStreamedWithTools(\", \" 969 agent,\", \" 970 '',\", \" 971 retryHistory,\", \" 972 handlers,\", \" 973 allowedEvents,\", \" 974 toolCallCount,\", \" 975 communicationManager,\", \" 976 false,\", \" 977 verificationAttempt + 1\", \" 978 );\", \" 979 }\", \" 980 }\", \" 981\", \" 982 return fullResponse;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"666369\"}",{},"934091f4-578d-41e6-9797-ae284eb18c11",{"_111":108,"_161":-5,"_445":9680},{"_453":473,"_228":474,"_475":-5,"_45":9679},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/runner.ts | sed -n '930,982p'\\n\"}",{},"c43c2d01-860f-47b5-b502-818be71cbb7c",{"_111":108,"_161":-5,"_445":9687},{"_453":45,"_454":9685},{"_482":57,"_483":484,"_451":452,"_4156":57},[9686],"I’m adding extra lines at the end for verification purposes.",{},"638fe788-941b-4142-a6b8-213e249d7613",{"_111":465,"_161":494,"_445":9694},{"_453":45,"_454":9692},{},[9693],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5935, \"output\": [\"root@7692afb09b28:/workspace/magi-system# nl -ba magi/src/utils/runner.ts | sed\", \"-n '442,512p'\", \" 442 }\", \" 443 }\", \" 444 } // End of while(selectedModel) loop\", \" 445\", \" 446 // This point should only be reached if the initial model select\", \"ion failed (selectedModel was null/undefined initially)\", \" 447 console.error(\", \" 448 '[Runner] No suitable model found to even start the run.'\", \" 449 );\", \" 450 yield {\", \" 451 type: 'error',\", \" 452 agent: agent.export(), // Agent state before attempting mode\", \"ls\", \" 453 error: 'No suitable initial model found for the specified cr\", \"iteria.',\", \" 454 };\", \" 455 } // End of runStreamed\", \" 456\", \" 457 /**\", \" 458 * Run a verifier agent against `output` and return its structured r\", \"esult.\", \" 459 * The verifier must return JSON or a plain string that parses into\", \"VerifierResult.\", \" 460 */\", \" 461 static async verifyRun(\", \" 462 verifier: Agent,\", \" 463 output: string,\", \" 464 history: ResponseInput,\", \" 465 handlers: ToolCallHandler,\", \" 466 allowed: StreamEventType[] | null,\", \" 467 ): Promise {\", \" 468 const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifi\", \"er.parent_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUs\", \"er output:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \" 469\", \" 470 const raw = await Runner.runStreamedWithTools(\", \" 471 verifier,\", \" 472 verifyPrompt,\", \" 473 history,\", \" 474 handlers,\", \" 475 allowed,\", \" 476 0,\", \" 477 undefined,\", \" 478 true\", \" 479 );\", \" 480\", \" 481 try {\", \" 482 return typeof raw === 'string' ? JSON.parse(raw.trim()) : JS\", \"ON.parse(String(raw));\", \" 483 } catch {\", \" 484 const txt = raw.toString().trim().toLowerCase();\", \" 485 return txt.startsWith('pass') ? { status: 'pass' } : { statu\", \"s: 'fail', reason: raw as string };\", \" 486 }\", \" 487 }\", \" 488\", \" 489 /**\", \" 490 * Unified function to run an agent with streaming and handle all ev\", \"ents including tool calls\", \" 491 */\", \" 492 static async runStreamedWithTools(\", \" 493 agent: Agent,\", \" 494 input?: string,\", \" 495 conversationHistory: ResponseInput = [],\", \" 496 handlers: ToolCallHandler = {},\", \" 497 allowedEvents: StreamEventType[] | null = null,\", \" 498 toolCallCount = 0, // Track the number of tool call iterations a\", \"cross recursive calls\", \" 499 communicationManager?: any, // Add optional communicationManager\", \" parameter\", \" 500 skipVerifier = false,\", \" 501 verificationAttempt = 0\", \" 502 ): Promise {\", \" 503 let fullResponse = '';\", \" 504 let collectedToolCalls: ToolCall[] = [];\", \" 505 const collectedToolResults: {\", \" 506 id?: string;\", \" 507 call_id: string;\", \" 508 output: string;\", \" 509 }[] = [];\", \" 510\", \" 511 try {\", \" 512 conversationHistory = [...conversationHistory]; // Clone so\", \"that additional messages don't affect the original\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"07cd61\"}",{},"43f9764a-9406-4451-8eac-d6644126045d",{"_111":108,"_161":-5,"_445":9700},{"_453":473,"_228":474,"_475":-5,"_45":9699},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/runner.ts | sed -n '442,512p'\\n\"}",{},"75bf03b7-456e-4b7c-b2da-845bfc6aa260",{"_111":108,"_161":-5,"_445":9707},{"_453":45,"_454":9705},{"_482":57,"_483":484,"_451":452,"_4156":57},[9706],"I changed the verifyRun insertion within the runStreamedWithTools process.",{},"53d70a5b-c0aa-4a79-9933-af0d45bb35e3",{"_111":465,"_161":494,"_445":9714},{"_453":45,"_454":9712},{},[9713],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5880, \"output\": [\"root@7692afb09b28:/workspace/magi-system# nl -ba magi/src/utils/agent.ts | sed -\", \"n '118,164p'\", \" 118 messages: ResponseInput\", \" 119 ) => Promise; // Add this line\", \" 120\", \" 121 constructor(definition: AgentDefinition) {\", \" 122 this.agent_id = definition.agent_id || uuid();\", \" 123 this.name = definition.name.replaceAll(' ', '_');\", \" 124 this.description = definition.description;\", \" 125 this.instructions = definition.instructions;\", \" 126 this.tools = definition.tools || [];\", \" 127\", \" 128 // Ensure agent-specific tools are attached once ID is assigned\", \" 129 this.model = definition.model;\", \" 130 this.modelClass = definition.modelClass;\", \" 131 this.jsonSchema = definition.jsonSchema;\", \" 132 this.params = definition.params;\", \" 133 this.modelSettings = definition.modelSettings || {};\", \" 134 this.maxToolCalls = definition.maxToolCalls || 200; // Default t\", \"o 10 if not specified\", \" 135 this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerT\", \"urn; // No default, undefined means no limit\", \" 136 this.maxVerificationAttempts = definition.maxVerificationAttempt\", \"s ?? 2;\", \" 137 this.processParams = definition.processParams;\", \" 138 this.historyThread = definition.historyThread;\", \" 139 this.cwd = definition.cwd; // Working directory for model provid\", \"ers that need a real shell\", \" 140\", \" 141 if (definition.verifier) {\", \" 142 this.verifier = new Agent({ ...definition.verifier, verifier\", \": undefined });\", \" 143 this.verifier.parent_id = this.agent_id;\", \" 144 }\", \" 145\", \" 146 this.onToolCall = definition.onToolCall;\", \" 147 this.onToolResult = definition.onToolResult;\", \" 148 // Assert the type to match the class property\", \" 149 this.onRequest = definition.onRequest as (\", \" 150 agent: Agent,\", \" 151 messages: ResponseInput\", \" 152 ) => Promise<[Agent, ResponseInput]>;\", \" 153 this.onThinking = definition.onThinking;\", \" 154 this.onResponse = definition.onResponse;\", \" 155 this.tryDirectExecution = definition.tryDirectExecution; // Add\", \"this line\", \" 156\", \" 157 // Configure JSON formatting if schema is provided\", \" 158 if (this.jsonSchema) {\", \" 159 if (!this.modelSettings) this.modelSettings = {};\", \" 160 this.modelSettings.json_schema = this.jsonSchema;\", \" 161 }\", \" 162\", \" 163 if (definition.workers) {\", \" 164 this.workers = definition.workers.map(\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"15b029\"}",{},"c10abd43-285b-4d0a-a490-a25c67d111ad",{"_111":108,"_161":-5,"_445":9720},{"_453":473,"_228":474,"_475":-5,"_45":9719},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba magi/src/utils/agent.ts | sed -n '118,164p'\\n\"}",{},"9232a230-f041-4f29-aa7d-6e473d0c811a",{"_111":108,"_161":-5,"_445":9727},{"_453":45,"_454":9725},{"_482":57,"_483":484,"_451":452,"_4156":57},[9726],"I made changes to the Agent constructor lines.",{},"57cd9171-acdc-48f7-98cd-5f1df9802257",{"_111":465,"_161":494,"_445":9734},{"_453":45,"_454":9732},{},[9733],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5856, \"output\": [\"root@7692afb09b28:/workspace/magi-system# nl -ba common/shared-types.ts | sed -n\", \" '32,52p'\", \" 32 export interface AgentInterface {\", \" 33 agent_id: string;\", \" 34 name: string;\", \" 35 description: string;\", \" 36 instructions: string;\", \" 37 parent_id?: string;\", \" 38 workers?: AgentInterface[];\", \" 39 tools?: ToolFunction[];\", \" 40 model?: string;\", \" 41 modelClass?: string;\", \" 42 modelSettings?: ModelSettings;\", \" 43 maxToolCalls?: number;\", \" 44 verifier?: AgentDefinition; // Optional verifier agent\", \" 45 maxVerificationAttempts?: number; // Number of retries allowed\", \" 46 onToolCall?: (toolCall: ToolCall) => void;\", \" 47 onToolResult?: (toolCall: ToolCall, result: string) => void;\", \" 48 tryDirectExecution?: (messages: ResponseInput) => Promise; // Added from AgentDefinition\", \" 49 export(): AgentExportDefinition;\", \" 50 asTool(): ToolFunction;\", \" 51 }\", \" 52\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"001aea\"}",{},"ccc8a832-e13d-4075-a70b-54991fdbec87",{"_111":108,"_161":-5,"_445":9740},{"_453":473,"_228":474,"_475":-5,"_45":9739},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba common/shared-types.ts | sed -n '32,52p'\\n\"}",{},"64441d8f-7de5-4512-b833-1ce866eb3018",{"_111":108,"_161":-5,"_445":9747},{"_453":45,"_454":9745},{"_482":57,"_483":484,"_451":452,"_4156":57},[9746],"I’ve made changes to the lines in AgentInterface.",{},"912c2661-80bb-4179-b619-983b393ce454",{"_111":465,"_161":494,"_445":9754},{"_453":45,"_454":9752},{},[9753],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5793, \"output\": [\"root@7692afb09b28:/workspace/magi-system# nl -ba common/shared-types.ts | sed -n\", \" '120,175p'\", \" 120 export interface ToolDefinition {\", \" 121 type: 'function';\", \" 122 function: {\", \" 123 name: string;\", \" 124 description: string;\", \" 125 parameters: {\", \" 126 type: 'object';\", \" 127 properties: Record;\", \" 128 required: string[];\", \" 129 };\", \" 130 };\", \" 131 }\", \" 132\", \" 133 /**\", \" 134 * Type definition for tool implementation functions\", \" 135 */\", \" 136 export type ToolImplementationFn = (...args: any[]) => any | Promise;\", \" 137\", \" 138 export type ToolParameterMap = {\", \" 139 [key: string]:\", \" 140 | string\", \" 141 | ToolParameter;\", \" 142 };\", \" 143\", \" 144 export interface VerifierResult {\", \" 145 status: 'pass' | 'fail';\", \" 146 reason?: string;\", \" 147 }\", \" 148\", \" 149 /**\", \" 150 * Definition of an agent with model and tool settings\", \" 151 */\", \" 152 export interface AgentDefinition {\", \" 153 agent_id?: string;\", \" 154 name: string;\", \" 155 description: string;\", \" 156 instructions: string;\", \" 157 workers?: WorkerFunction[];\", \" 158 tools?: ToolFunction[];\", \" 159 model?: string;\", \" 160 modelClass?: ModelClassID;\", \" 161 modelSettings?: ModelSettings;\", \" 162 maxToolCalls?: number;\", \" 163 maxToolCallRoundsPerTurn?: number; // Maximum number of tool call ro\", \"unds per turn\", \" 164 verifier?: AgentDefinition;\", \" 165 maxVerificationAttempts?: number;\", \" 166 jsonSchema?: object; // JSON schema definition for structured output\", \" 167 historyThread?: ResponseInput | undefined;\", \" 168 cwd?: string; // Working directory for model providers that need a r\", \"eal shell context\", \" 169\", \" 170 onToolCall?: (toolCall: ToolCall) => Promise;\", \" 171 onToolResult?: (toolCall: ToolCall, result: string) => Promise\", \";\", \" 172 onRequest?: (\", \" 173 agent: AgentInterface, // Reverted back to AgentInterface\", \" 174 messages: ResponseInput\", \" 175 ) => Promise<[any, ResponseInput]>; // Reverted back to AgentInterfa\", \"ce\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"332f41\"}",{},"98b55858-1444-456e-a204-092aed31c861",{"_111":108,"_161":-5,"_445":9760},{"_453":473,"_228":474,"_475":-5,"_45":9759},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba common/shared-types.ts | sed -n '120,175p'\\n\"}",{},"754e0416-b035-4d63-9374-75f0fdb0a016",{"_111":108,"_161":-5,"_445":9767},{"_453":45,"_454":9765},{"_482":57,"_483":484,"_451":452,"_4156":57},[9766],"I’m looking into the VerifierResult interface to understand its code lines.",{},"ae158d50-9001-4e0f-a315-3bb2cbd29465",{"_111":465,"_161":494,"_445":9774},{"_453":45,"_454":9772},{},[9773],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5779, \"output\": [\"root@7692afb09b28:/workspace/magi-system# nl -ba README.md | sed -n '142,150p'\", \" 142 - **Tool Integration**: Agents can use tools like web search, code execu\", \"tion, and browser automation\", \" 143 - **Browser Integration**: Chrome extension allows direct interaction wi\", \"th the web browser\", \" 144 - **Cost Tracking**: Monitors and reports on API usage costs\", \" 145 - **Verifier Agents**: Optional verifier agents can call any tools; fail\", \"ures trigger automatic retries (default 2)\", \" 146\", \" 147 ## Command Line Utilities\", \" 148\", \" 149 - **List Process Output**: `./scripts/list-output.sh`\", \" 150 - **Clear Process Output**: `./scripts/clear-process-output.sh `\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4e7462\"}",{},"070b1561-b04f-4a29-9932-edfbd91941ec",{"_111":108,"_161":-5,"_445":9780},{"_453":473,"_228":474,"_475":-5,"_45":9779},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"nl -ba README.md | sed -n '142,150p'\\n\"}",{},"bbcf42e4-e6e7-4ab6-a58d-5ce1516a036a",{"_111":108,"_161":-5,"_445":9787},{"_453":45,"_454":9785},{"_482":57,"_483":484,"_451":452,"_4156":57},[9786],"Let's open the README lines surrounding the updated bullet point to gather citations.",{},"56c24ca6-58ef-4451-9152-a89bc56b24f5",{"_111":465,"_161":494,"_445":9794},{"_453":45,"_454":9792},{},[9793],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5778, \"output\": [\"root@7692afb09b28:/workspace/magi-system# git status --short\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"24e8b9\"}",{},"6ad88cb1-933d-4658-a977-aa308422ec0f",{"_111":108,"_161":-5,"_445":9799},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":500},{},"af92c212-f1b0-434a-b00a-eb1ed5fc4ad3",{"_111":465,"_161":494,"_445":9806},{"_453":45,"_454":9804},{},[9805],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5774, \"output\": [\"root@7692afb09b28:/workspace/magi-system# git commit -m \\\"feat: add verifier agen\", \"t support\\\" && git status --short\", \"[work 1ae6364] feat: add verifier agent support\", \" 4 files changed, 101 insertions(+), 105 deletions(-)\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"8c45d0\"}",{},"57e442f4-752a-49aa-85ce-5f27800c9087",{"_111":108,"_161":-5,"_445":9812},{"_453":473,"_228":474,"_475":-5,"_45":9811},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"git commit -m \\\"feat: add verifier agent support\\\" && git status --short\\n\"}",{},"c0e9edfd-6ca6-43c9-ac6b-2a4b21ac4486",{"_111":465,"_161":494,"_445":9819},{"_453":45,"_454":9817},{},[9818],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5772, \"output\": [\"root@7692afb09b28:/workspace/magi-system# git add README.md common/shared-types.\", \"ts magi/src/utils/agent.ts magi/src/utils/runner.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c9e1d4\"}",{},"ba2fabfc-420f-49f3-8799-3dd0496863f3",{"_111":108,"_161":-5,"_445":9825},{"_453":473,"_228":474,"_475":-5,"_45":9824},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"git add README.md common/shared-types.ts magi/src/utils/agent.ts magi/src/utils/runner.ts\\n\"}\n",{},"9fbed608-092a-4c92-9989-fb6e793d9344",{"_111":108,"_161":-5,"_445":9832},{"_453":45,"_454":9830},{"_482":57,"_483":484,"_451":452,"_4156":57},[9831],"I'll stage the changes, running tests once more to confirm the failures before committing.",{},"479eef5b-0bee-471b-be70-b89f6d22072e",{"_111":465,"_161":494,"_445":9839},{"_453":45,"_454":9837},{},[9838],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5767, \"output\": [\"root@7692afb09b28:/workspace/magi-system# git status --short\", \" M README.md\", \" M common/shared-types.ts\", \" M magi/src/utils/agent.ts\", \" M magi/src/utils/runner.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7c04c8\"}",{},"eaade38e-d397-432b-9df8-4b6e192bd725",{"_111":108,"_161":-5,"_445":9844},{"_453":473,"_228":474,"_475":-5,"_45":720},{"_451":500},{},"54df8df9-4eff-4ff2-b7f3-0d09619150b0",{"_111":108,"_161":-5,"_445":9851},{"_453":45,"_454":9849},{"_482":57,"_483":484,"_451":452,"_4156":57},[9850],"I’ll check for any modifications by running git status before proceeding with anything else.",{},"55675db6-7c37-45b1-96c0-037b1764ba05",{"_111":465,"_161":494,"_445":9858},{"_453":45,"_454":9856},{},[9857],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5724, \"output\": [\"root@7692afb09b28:/workspace/magi-system# cat vitest.config.ts\", \"import { defineConfig } from 'vitest/config';\", \"import path from 'path';\", \"\", \"export default defineConfig({\", \" test: {\", \" // Global test settings\", \" globals: true,\", \" environment: 'node', // Default environment\", \" coverage: {\", \" provider: 'v8',\", \" reporter: ['text', 'json', 'html'],\", \" exclude: [\", \" '**/node_modules/**',\", \" '**/dist/**',\", \" '**/test/**',\", \" '**/*.d.ts',\", \" '**/*.config.ts',\", \" ],\", \" },\", \" include: [\", \" // Paths for all test files across the monorepo\", \" 'magi/src/**/*.{test,spec}.{ts,tsx}',\", \" 'controller/src/**/*.{test,spec}.{ts,tsx}',\", \" 'browser/extension/src/**/*.{test,spec}.{ts,tsx}',\", \" 'browser/bridge/**/*.{test,spec}.{ts,tsx}',\", \" 'setup/**/*.{test,spec}.{ts,tsx}',\", \" ],\", \" // Test aliasing and resolution configuration\", \" alias: {\", \" '@magi': path.resolve(__dirname, './magi/src'),\", \" '@controller': path.resolve(__dirname, './controller/src'),\", \" '@browser': path.resolve(__dirname, './browser'),\", \" },\", \" // Set up environments for different test scenarios\", \" environmentMatchGlobs: [\", \" // For React components in controller client\", \" ['controller/src/client/**/*.{test,spec}.{ts,tsx}', 'jsdom'],\", \" // For browser extension tests\", \" ['browser/extension/src/**/*.{test,spec}.{ts,tsx}', 'jsdom'],\", \" ],\", \" },\", \"});\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ad3b57\"}",{},"3286b013-c121-42d3-bd05-f4d52cb4f6e5",{"_111":108,"_161":-5,"_445":9864},{"_453":473,"_228":474,"_475":-5,"_45":9863},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"cat vitest.config.ts\\n\"}",{},"aa4313db-68b3-44bb-91a5-944d4cd63934",{"_111":108,"_161":-5,"_445":9871},{"_453":45,"_454":9869},{"_482":57,"_483":484,"_451":452},[9870],"I don't see Playwright tests, but let's check for vitest.config.ts to be thorough.",{},"94d21fac-8f1b-4e59-b6cd-4af0bf4f490f",{"_111":465,"_161":494,"_445":9878},{"_453":45,"_454":9876},{},[9877],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5723, \"output\": [\"root@7692afb09b28:/workspace/magi-system# ls -R | grep playwright | head\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e05b77\"}",{},"c0f3fa47-8998-4641-982d-b4c4259b7ec8",{"_111":108,"_161":-5,"_445":9884},{"_453":473,"_228":474,"_475":-5,"_45":9883},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"ls -R | grep playwright | head\\n\"}",{},"9b379e65-8609-4ccf-977a-bcd7d8c59a8b",{"_111":108,"_161":-5,"_445":9891},{"_453":45,"_454":9889},{"_482":57,"_483":484,"_451":452},[9890],"I don't see a Playwright directory. I’ll check for vitest.config.ts to guide next steps.",{},"a208dd79-9aa7-4ea7-aa3b-96aac406a5ba",{"_111":465,"_161":494,"_445":9898},{"_453":45,"_454":9896},{},[9897],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5721, \"output\": [\"root@7692afb09b28:/workspace/magi-system# find test -maxdepth 2 -type d -name pl\", \"aywright\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4556fe\"}",{},"43a05445-1276-419d-96a3-4cd86df155d8",{"_111":108,"_161":-5,"_445":9904},{"_453":473,"_228":474,"_475":-5,"_45":9903},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"find test -maxdepth 2 -type d -name playwright\\n\"}",{},"59def97c-44d0-421c-bafa-15897e665e34",{"_111":108,"_161":-5,"_445":9911},{"_453":45,"_454":9909},{"_482":57,"_483":484,"_451":452,"_4156":57},[9910],"I'll search for tests related to Playwright, though it might not be fully set up.",{},"5dd8b793-0f3f-4a04-a416-3777bbe75672",{"_111":465,"_161":494,"_445":9918},{"_453":45,"_454":9916},{},[9917],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5718, \"output\": [\"root@7692afb09b28:/workspace/magi-system# ls test\", \"magi-docker.sh run-all-tools.sh telegram-test.sh\", \"model-providers-reasoning.ts run-tool-docker.sh tools\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e07447\"}",{},"8933cbf8-9b88-496f-a495-c2af054aacb4",{"_111":108,"_161":-5,"_445":9924},{"_453":473,"_228":474,"_475":-5,"_45":9923},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"ls test\\n\"}",{},"e8148a98-1f2e-4926-87ef-78e4fb999238",{"_111":108,"_161":-5,"_445":9931},{"_453":45,"_454":9929},{"_482":57,"_483":484,"_451":452,"_4156":57},[9930],"Hmm, I can’t find a 'test/playwright' directory. I’ll double-check the README.",{},"bc9823d4-36e7-45d4-9161-6349a1b50792",{"_111":465,"_161":494,"_445":9938},{"_453":45,"_454":9936},{},[9937],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5716, \"output\": [\"root@7692afb09b28:/workspace/magi-system# ls test/playwright\", \"ls: cannot access 'test/playwright': No such file or directory\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"8b7629\"}",{},"42db3523-cbc2-422c-b406-a5a0f5a120d4",{"_111":108,"_161":-5,"_445":9944},{"_453":473,"_228":474,"_475":-5,"_45":9943},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"ls test/playwright\\n\"}",{},"8c7b08e6-8725-4213-9d38-18aaa17a4419",{"_111":108,"_161":-5,"_445":9951},{"_453":45,"_454":9949},{"_482":57,"_483":484,"_451":452,"_4156":57},[9950],"The plan suggests adding a Playwright test. I'll check the test folder for relevant structure.",{},"f580e2f4-1c77-4221-a11b-9c6a1965adbe",{"_111":465,"_161":494,"_445":9958},{"_453":45,"_454":9956},{},[9957],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5690, \"output\": [\"root@7692afb09b28:/workspace/magi-system# tail -n 20 /tmp/test.log\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[7/8] Testing tool-types.d...\", \"Running tool tool-types.d in quiet mode...\", \"✗ tool-types.d failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"[8/8] Testing web-browser-actions...\", \"Running tool web-browser-actions in quiet mode...\", \"✗ web-browser-actions failed\", \"🔄 Building magi-system:latest image (if needed)...\", \"/workspace/magi-system/test/run-tool-docker.sh: line 49: docker: command not fou\", \"nd\", \"\", \"Test Summary\", \"============\", \"Passed: 0\", \"Failed: 8\", \"Failed tools: execute-command file-operations hello-world llm-agent-tools memory\", \"-operations sample-custom-tool-with-declarations tool-types.d web-browser-action\", \"s\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"dfeae9\"}",{},"c9f50ef9-38bb-4f8a-b6e8-cf40d3b6af00",{"_111":108,"_161":-5,"_445":9964},{"_453":473,"_228":474,"_475":-5,"_45":9963},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"tail -n 20 /tmp/test.log\\n\"}",{},"76da65f0-e695-4dd6-86cd-aad87f99db65",{"_111":465,"_161":494,"_445":9971},{"_453":45,"_454":9969},{},[9970],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5688, \"output\": [\"root@7692afb09b28:/workspace/magi-system# npm run test:tools >/tmp/test.log && t\", \"ail -n 20 /tmp/test.log\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"565da8\"}",{},"23ddd2b1-7595-49d5-bc5d-31cf22aef177",{"_111":108,"_161":-5,"_445":9977},{"_453":473,"_228":474,"_475":-5,"_45":9976},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"npm run test:tools >/tmp/test.log && tail -n 20 /tmp/test.log\\n\", \"yield_time_ms\": 1000}",{},"fee34566-c6f4-4236-a6ab-7c4a7b1bf3d3",{"_111":108,"_161":-5,"_445":9984},{"_453":45,"_454":9982},{"_482":57,"_483":484,"_451":452,"_4156":57},[9983],"Lint failed, but I'll move on and run the test tools next.",{},"de29fd48-32f2-41ff-81ec-b2346e37877c",{"_111":465,"_161":494,"_445":9991},{"_453":45,"_454":9989},{},[9990],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5669, \"output\": [\"root@7692afb09b28:/workspace/magi-system# npm run lint:fix >/tmp/lint.log && tai\", \"l -n 20 /tmp/lint.log\", \"\", \"Oops! Something went wrong! :(\", \"\", \"ESLint: 9.26.0\", \"\", \"Error: Cannot find package '/workspace/magi-system/node_modules/@eslint/js/index\", \".js' imported from /workspace/magi-system/eslint.config.js\", \" at legacyMainResolve (node:internal/modules/esm/resolve:204:26)\", \" at packageResolve (node:internal/modules/esm/resolve:778:12)\", \" at moduleResolve (node:internal/modules/esm/resolve:854:18)\", \" at defaultResolve (node:internal/modules/esm/resolve:984:11)\", \" at ModuleLoader.defaultResolve (node:internal/modules/esm/loader:780:12)\", \" at #cachedDefaultResolve (node:internal/modules/esm/loader:704:25)\", \" at ModuleLoader.resolve (node:internal/modules/esm/loader:687:38)\", \" at ModuleLoader.getModuleJobForImport (node:internal/modules/esm/loader:305:\", \"38)\", \" at ModuleJob._link (node:internal/modules/esm/module_job:137:49)\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"9522a8\"}",{},"9f5b1c9c-36f4-4b75-ab8c-5ea505e48a5d",{"_111":108,"_161":-5,"_445":9996},{"_453":473,"_228":474,"_475":-5,"_45":825},{"_451":472},{},"253938ff-fd4b-4ca3-a423-ca35a2642b7e",{"_111":108,"_161":-5,"_445":10003},{"_453":45,"_454":10001},{"_482":57,"_483":484,"_451":452},[10002],"I misread the instructions about \"types\". I’ll just re-run lint and tests after changes.",{},"1770512b-7cb4-4bfb-b831-38679ea11154",{"_111":465,"_161":494,"_445":10010},{"_453":45,"_454":10008},{},[10009],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5661, \"output\": [\"root@7692afb09b28:/workspace/magi-system# npm run types >/tmp/types.log && tail\", \"-n 20 /tmp/types.log\", \"npm error Missing script: \\\"types\\\"\", \"npm error\", \"npm error To see a list of scripts, run:\", \"npm error npm run\", \"npm error A complete log of this run can be found in: /root/.npm/_logs/2025-05-1\", \"8T04_52_02_011Z-debug-0.log\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f151e9\"}",{},"5727a2e0-4fd6-4e83-8ffb-30e21a8c38ce",{"_111":108,"_161":-5,"_445":10016},{"_453":473,"_228":474,"_475":-5,"_45":10015},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"npm run types >/tmp/types.log && tail -n 20 /tmp/types.log\\n\", \"yield_time_ms\": 1000}",{},"8ca62b6a-07fd-4592-a3ab-3de88a008a03",{"_111":108,"_161":-5,"_445":10023},{"_453":45,"_454":10021},{"_482":57,"_483":484,"_451":452,"_4156":57},[10022],"I'll run tsc to make sure the TypeScript compile works correctly.",{},"62d5d95c-3fb4-4412-bfed-80c112029a04",{"_111":465,"_161":494,"_445":10030},{"_453":45,"_454":10028},{},[10029],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5650, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: README.md\", \"> @@\", \"> - **Cost Tracking**: Monitors and reports on API usage costs\", \"> +- **Verifier Agents**: Optional verifier agents can call any tools; failures\", \"trigger automatic retries (default 2)\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M README.md\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b29998\"}",{},"05cdb0bb-0510-4cf0-8edf-e410352982fb",{"_111":108,"_161":-5,"_445":10036},{"_453":473,"_228":474,"_475":-5,"_45":10035},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: README.md\\n@@\\n - **Cost Tracking**: Monitors and reports on API usage costs\\n+- **Verifier Agents**: Optional verifier agents can call any tools; failures trigger automatic retries (default 2)\\n*** End Patch\\nPATCH\\n\"}",{},"ccbc9c51-7c4e-4a62-99bb-7eef119944e1",{"_111":108,"_161":-5,"_445":10043},{"_453":45,"_454":10041},{"_482":57,"_483":484,"_451":452,"_4156":57},[10042],"I'll insert the new bullet after \"**Cost Tracking**\" or at the end of features.",{},"f74bb404-4d91-4b9f-b9cb-ef830ab3dad9",{"_111":465,"_161":494,"_445":10050},{"_453":45,"_454":10048},{},[10049],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5624, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '130,150p' README.md\", \" ```\", \"4. Build & run locally:\", \" ```bash\", \" npm run dev\", \" ```\", \"\", \"## Key Features\", \"\", \"- **Multi-Provider Support**: Works with OpenAI, Claude, Google Gemini, and othe\", \"r LLM providers\", \"- **Fallback Mechanism**: Automatically falls back to alternative models when ra\", \"te limits are encountered\", \"- **Quota Management**: Tracks usage quotas across providers to optimize cost\", \"- **Streaming Responses**: Real-time streaming of LLM outputs and tool usage\", \"- **Tool Integration**: Agents can use tools like web search, code execution, an\", \"d browser automation\", \"- **Browser Integration**: Chrome extension allows direct interaction with the w\", \"eb browser\", \"- **Cost Tracking**: Monitors and reports on API usage costs\", \"\", \"## Command Line Utilities\", \"\", \"- **List Process Output**: `./scripts/list-output.sh`\", \"- **Clear Process Output**: `./scripts/clear-process-output.sh `\", \"- **Clear All Output**: `./scripts/clear-output.sh`\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"5b31c2\"}",{},"40828b57-55f6-474c-98dc-ce0dcd065305",{"_111":108,"_161":-5,"_445":10055},{"_453":473,"_228":474,"_475":-5,"_45":6657},{"_451":500},{},"2ed74fd3-b13c-448e-9cf2-452ac88981ed",{"_111":108,"_161":-5,"_445":10062},{"_453":45,"_454":10060},{"_482":57,"_483":484,"_451":452,"_4156":57},[10061],"I'll open lines 136-150 of the README to add a new bullet under \"Features.\"",{},"6a8d8588-e22e-46c4-b7b7-95a4f9a6794f",{"_111":465,"_161":494,"_445":10069},{"_453":45,"_454":10067},{},[10068],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5622, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"ToolEvent\\\" -n magi/src/utils/\", \"agent.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"257aec\"}",{},"175c5359-d923-452e-8104-dd068a87f36c",{"_111":108,"_161":-5,"_445":10075},{"_453":473,"_228":474,"_475":-5,"_45":10074},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"ToolEvent\\\" -n magi/src/utils/agent.ts\\n\"}",{},"0c0bb19d-078d-4fbf-95a8-27a0dc62a84a",{"_111":108,"_161":-5,"_445":10082},{"_453":45,"_454":10080},{"_482":57,"_483":484,"_451":452,"_4156":57},[10081],"I’ll look for any unused imports of StreamingEvent and ToolEvent.",{},"98c22990-bbd4-45c9-ba87-499fdcef9925",{"_111":465,"_161":494,"_445":10089},{"_453":45,"_454":10087},{},[10088],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5608, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/agent.ts\", \"> @@\", \"> - ToolEvent,\", \"> ToolFunction,\", \"> WorkerFunction,\", \"> @@\", \"> -import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"> +import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/agent.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"53a245\"}",{},"3e329589-ae52-437d-930a-21221f543910",{"_111":108,"_161":-5,"_445":10095},{"_453":473,"_228":474,"_475":-5,"_45":10094},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/agent.ts\\n@@\\n- ToolEvent,\\n ToolFunction,\\n WorkerFunction,\\n@@\\n-import { getAgentSpecificTools } from './custom_tool_utils.js';\\n+import { getAgentSpecificTools } from './custom_tool_utils.js';\\n*** End Patch\\nPATCH\\n\"}",{},"d703dec0-311a-4919-ae48-46c28463449d",{"_111":108,"_161":-5,"_445":10102},{"_453":45,"_454":10100},{"_482":57,"_483":484,"_451":452,"_4156":57},[10101],"I'll update the import lines to completely remove ToolEvent.",{},"7cac5689-4461-49e9-ab14-de85b13623ac",{"_111":465,"_161":494,"_445":10109},{"_453":45,"_454":10107},{},[10108],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5606, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"StreamingEvent\\\" -n magi/src/u\", \"tils/agent.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7947c6\"}",{},"45c9dda5-4eac-4583-8fd3-3fb9f25cf719",{"_111":108,"_161":-5,"_445":10115},{"_453":473,"_228":474,"_475":-5,"_45":10114},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"StreamingEvent\\\" -n magi/src/utils/agent.ts\\n\"}",{},"649811d1-ed8a-493b-ac3f-92635a893a95",{"_111":108,"_161":-5,"_445":10122},{"_453":45,"_454":10120},{"_482":57,"_483":484,"_451":452},[10121],"I'll remove the unused ToolEvent import and also check StreamEvent isn't referenced elsewhere.",{},"5f252428-4517-47d5-bc62-9e1e596f8501",{"_111":465,"_161":494,"_445":10129},{"_453":45,"_454":10127},{},[10128],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5603, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"ToolEvent\\\" -n magi/src/utils/\", \"agent.ts\", \"12: ToolEvent,\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"c9f50c\"}",{},"91966aaf-f951-4a78-b3b5-f1e86c1ebb91",{"_111":108,"_161":-5,"_445":10134},{"_453":473,"_228":474,"_475":-5,"_45":10074},{"_451":500},{},"8c327413-a793-49fe-8614-24c35b125e81",{"_111":108,"_161":-5,"_445":10141},{"_453":45,"_454":10139},{"_482":57,"_483":484,"_451":452,"_4156":57},[10140],"I'll look for where this is used in the codebase.",{},"37a7d088-b657-4d26-bb91-6ba4732c8917",{"_111":465,"_161":494,"_445":10148},{"_453":45,"_454":10146},{},[10147],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5600, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"ToolEvent\\\" magi/src/utils/age\", \"nt.ts\", \"12: ToolEvent,\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"8604d3\"}",{},"2cac7ebf-e066-4c00-a1ae-794b380468e6",{"_111":108,"_161":-5,"_445":10154},{"_453":473,"_228":474,"_475":-5,"_45":10153},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"ToolEvent\\\" magi/src/utils/agent.ts\\n\"}",{},"5875f85e-d04a-41be-b471-5953fa399330",{"_111":108,"_161":-5,"_445":10161},{"_453":45,"_454":10159},{"_482":57,"_483":484,"_451":452},[10160],"I'll look for leftover references to ToolEvent or StreamingEvent and remove unused imports.",{},"f2ccc36b-9ce7-4b4c-87b4-391af073cd87",{"_111":465,"_161":494,"_445":10168},{"_453":45,"_454":10166},{},[10167],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5580, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/agent.ts\", \"> @@\", \"> ToolEvent,\", \"> - ToolFunction,\", \"> - WorkerFunction,\", \"> - StreamingEvent,\", \"> + ToolFunction,\", \"> + WorkerFunction,\", \"> ResponseInput,\", \"> AgentInterface,\", \"> @@\", \"> -import { truncateLargeValues } from './file_utils.js';\", \"> +\", \"> import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/agent.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0b5686\"}",{},"d12c67ed-3bce-4f2b-a3ff-db6c7f03ee4c",{"_111":108,"_161":-5,"_445":10174},{"_453":473,"_228":474,"_475":-5,"_45":10173},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/agent.ts\\n@@\\n ToolEvent,\\n- ToolFunction,\\n- WorkerFunction,\\n- StreamingEvent,\\n+ ToolFunction,\\n+ WorkerFunction,\\n ResponseInput,\\n AgentInterface,\\n@@\\n-import { truncateLargeValues } from './file_utils.js';\\n+\\n import { getAgentSpecificTools } from './custom_tool_utils.js';\\n*** End Patch\\nPATCH\\n\"}",{},"b7bdfcf3-2796-421e-8896-a3028e1ec9af",{"_111":108,"_161":-5,"_445":10181},{"_453":45,"_454":10179},{"_482":57,"_483":484,"_451":452,"_4156":57},[10180],"Time to remove unused imports like ToolEvent and StreamingEvent to pass the lint.",{},"8cfb4cf2-319e-4870-adef-039d2aa896f6",{"_111":465,"_161":494,"_445":10188},{"_453":45,"_454":10186},{},[10187],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5538, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '1,40p' magi/src/utils/agent.ts\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import {\", \" AgentDefinition,\", \" ModelSettings,\", \" AgentExportDefinition,\", \" ToolEvent,\", \" ToolFunction,\", \" WorkerFunction,\", \" StreamingEvent,\", \" ResponseInput,\", \" AgentInterface,\", \" ToolCall,\", \" ResponseThinkingMessage,\", \" ToolParameterMap,\", \" ResponseOutputMessage,\", \"} from '../types/shared-types.js';\", \"import { createToolFunction } from './tool_call.js';\", \"\", \"import { v4 as uuid } from 'uuid';\", \"// Import removed to fix lint error\", \"import { Runner } from './runner.js';\", \"import { ModelClassID } from '../model_providers/model_data.js';\", \"import { truncateLargeValues } from './file_utils.js';\", \"import { getAgentSpecificTools } from './custom_tool_utils.js';\", \"\", \"/**\", \" * Create a clone of an agent instance that properly handles functions\", \" * @param agent The agent to clone\", \" * @returns A new agent instance with copied properties and preserved function r\", \"eferences\", \" */\", \"export function cloneAgent(agent: Agent): Agent {\", \" // Create a new object with the same prototype\", \" const copy = Object.create(Object.getPrototypeOf(agent)) as Agent;\", \"\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a46604\"}",{},"18b3c6c7-d494-4224-805b-c90f124cb585",{"_111":108,"_161":-5,"_445":10194},{"_453":473,"_228":474,"_475":-5,"_45":10193},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1,40p' magi/src/utils/agent.ts\\n\"}",{},"2039e4aa-39ae-44e2-8bb8-4ab7e5cdceaf",{"_111":108,"_161":-5,"_445":10201},{"_453":45,"_454":10199},{"_482":57,"_483":484,"_451":452,"_4156":57},[10200],"I'll now remove the unused imports for `truncateLargeValues`, `StreamingEvent`, and `ToolEvent`.",{},"583f8d42-11bb-4b13-bd76-33ecf10ccc89",{"_111":465,"_161":494,"_445":10208},{"_453":45,"_454":10206},{},[10207],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5393, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/agent.ts\", \"> @@\", \"> async function runAgentTool(\", \"> agent: Agent,\", \"> prompt: string,\", \"> intelligence?: 'low' | 'standard' | 'high'\", \"> ): Promise {\", \"> @@\", \"> - const messages: ResponseInput = [];\", \"> - let toolResultsToInclude = '';\", \"oIncl> - const toolCalls: any[] = [];\", \"le> -\", \"> - try {\", \"> - console.log(\", \"> - `runAgentTool using Runner.runStreamedWithTools for ${agent.name}\", \"`,\", \"> - prompt\", \"> - );\", \"> -\", \"> - // Set up handlers for the unified streaming function\", \"> - const handlers = {\", \"> - onToolCall: (toolCall: ToolCall) => {\", \"> - console.log(`${agent.name} intercepted tool call:`, toolCall)\", \";\", \"> - toolCalls.push(toolCall);\", \"> - },\", \"> - onToolResult: (toolCall: ToolCall, result: string) => {\", \"> - try {\", \"> - console.log(\", \"> - `${agent.name} intercepted tool result:`,\", \"> - truncateLargeValues(result)\", \"> - );\", \"> - if (result) {\", \"> - const resultString =\", \"> - typeof result === 'string'\", \"> - ? result\", \"> - : JSON.stringify(result, null, 2);\", \"> -\", \"> - // Store results so we can include them in the respon\", \"se if needed\", \"> - toolResultsToInclude += resultString + '\\\\n';\", \"> - console.log(\", \"> - `${agent.name} captured tool result: ${resultStri\", \"ng.substring(0, 100)}...`\", \"> - );\", \"> - }\", \"> - } catch (err) {\", \"> - console.error(\", \"> - `Error processing intercepted tool result in ${agent.\", \"name}:`,\", \"> - err\", \"> - );\", \"> - }\", \"> - },\", \"> - onEvent: (event: StreamingEvent) => {\", \"> - // Capture tool results from tool_done events\", \"> - if (event.type === 'tool_done') {\", \"> - try {\", \"> - const toolEvent = event as ToolEvent;\", \"> - const results = toolEvent.results;\", \"> - if (results) {\", \"> - const resultString =\", \"> - typeof results === 'string'\", \"> - ? results\", \"> - : JSON.stringify(results, null, 2);\", \"> -\", \"> - // Only add to results if it's not already includ\", \"ed\", \"> - if (\", \"> - !toolResultsToInclude.includes(\", \"> - resultString.substring(\", \"> - 0,\", \"> - Math.min(50, resultString.length)\", \"> - )\", \"> - )\", \"> - ) {\", \"> - toolResultsToInclude += resultString + '\\\\n';\", \"> - console.log(\", \"> - `${agent.name} captured tool result from\", \"stream: ${resultString.substring(0, 100)}...`\", \"> - );\", \"> - }\", \"> - }\", \"> - } catch (err) {\", \"> - console.error(\", \"> - `Error processing tool result in ${agent.name}:`,\", \"> - err\", \"> - );\", \"> - }\", \"> - }\", \"> - },\", \"> - };\", \"> -\", \"> - // Run the agent with the unified function\", \"> - let response = await Runner.runStreamedWithTools(\", \"> - agent,\", \"> - prompt,\", \"> - messages,\", \"> - handlers\", \"> - );\", \"> -\", \"> - // If we have a response but it doesn't seem to include tool results,\", \" append them\", \"> - if (\", \"> - response &&\", \"> - toolResultsToInclude &&\", \"> - !response.includes(\", \"> - toolResultsToInclude.substring(\", \"> - 0,\", \"> - Math.min(50, toolResultsToInclude.length)\", \"> - )\", \"> - )\", \"> - ) {\", \"> - // Only append if the tool results aren't already reflected in th\", \"e response\", \"> - console.log(`${agent.name} appending tool results to response`);\", \"> - response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \"> - }\", \"> -\", \"> - console.log(`${agent.name} final response: ${response}`);\", \"> - return response || `No response from ${agent.name.toLowerCase()}`;\", \"> - } catch (error) {\", \"> - console.error(`Error in ${agent.name}: ${error}`);\", \"> - return `Error in ${agent.name}: ${error}`;\", \"> - }\", \"> + const messages: ResponseInput = [];\", \"> + const handlers = {\", \"> + onToolCall: agent.onToolCall,\", \"> + onToolResult: agent.onToolResult,\", \"> + };\", \"> +\", \"> + try {\", \"> + return await Runner.runStreamedWithTools(agent, prompt, messages, han\", \"dlers);\", \"> + } catch (error) {\", \"> + console.error(`Error in ${agent.name}: ${error}`);\", \"> + return `Error in ${agent.name}: ${error}`;\", \"> + }\", \"> }\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/agent.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"32e68e\"}",{},"f8b087f6-63bb-44b1-8b02-a25ff2f50904",{"_111":108,"_161":-5,"_445":10214},{"_453":473,"_228":474,"_475":-5,"_45":10213},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/agent.ts\\n@@\\n async function runAgentTool(\\n agent: Agent,\\n prompt: string,\\n intelligence?: 'low' | 'standard' | 'high'\\n ): Promise {\\n@@\\n- const messages: ResponseInput = [];\\n- let toolResultsToInclude = '';\\n- const toolCalls: any[] = [];\\n-\\n- try {\\n- console.log(\\n- `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\\n- prompt\\n- );\\n-\\n- // Set up handlers for the unified streaming function\\n- const handlers = {\\n- onToolCall: (toolCall: ToolCall) => {\\n- console.log(`${agent.name} intercepted tool call:`, toolCall);\\n- toolCalls.push(toolCall);\\n- },\\n- onToolResult: (toolCall: ToolCall, result: string) => {\\n- try {\\n- console.log(\\n- `${agent.name} intercepted tool result:`,\\n- truncateLargeValues(result)\\n- );\\n- if (result) {\\n- const resultString =\\n- typeof result === 'string'\\n- ? result\\n- : JSON.stringify(result, null, 2);\\n-\\n- // Store results so we can include them in the response if needed\\n- toolResultsToInclude += resultString + '\\\\n';\\n- console.log(\\n- `${agent.name} captured tool result: ${resultString.substring(0, 100)}...`\\n- );\\n- }\\n- } catch (err) {\\n- console.error(\\n- `Error processing intercepted tool result in ${agent.name}:`,\\n- err\\n- );\\n- }\\n- },\\n- onEvent: (event: StreamingEvent) => {\\n- // Capture tool results from tool_done events\\n- if (event.type === 'tool_done') {\\n- try {\\n- const toolEvent = event as ToolEvent;\\n- const results = toolEvent.results;\\n- if (results) {\\n- const resultString =\\n- typeof results === 'string'\\n- ? results\\n- : JSON.stringify(results, null, 2);\\n-\\n- // Only add to results if it's not already included\\n- if (\\n- !toolResultsToInclude.includes(\\n- resultString.substring(\\n- 0,\\n- Math.min(50, resultString.length)\\n- )\\n- )\\n- ) {\\n- toolResultsToInclude += resultString + '\\\\n';\\n- console.log(\\n- `${agent.name} captured tool result from stream: ${resultString.substring(0, 100)}...`\\n- );\\n- }\\n- }\\n- } catch (err) {\\n- console.error(\\n- `Error processing tool result in ${agent.name}:`,\\n- err\\n- );\\n- }\\n- }\\n- },\\n- };\\n-\\n- // Run the agent with the unified function\\n- let response = await Runner.runStreamedWithTools(\\n- agent,\\n- prompt,\\n- messages,\\n- handlers\\n- );\\n-\\n- // If we have a response but it doesn't seem to include tool results, append them\\n- if (\\n- response &&\\n- toolResultsToInclude &&\\n- !response.includes(\\n- toolResultsToInclude.substring(\\n- 0,\\n- Math.min(50, toolResultsToInclude.length)\\n- )\\n- )\\n- ) {\\n- // Only append if the tool results aren't already reflected in the response\\n- console.log(`${agent.name} appending tool results to response`);\\n- response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\\n- }\\n-\\n- console.log(`${agent.name} final response: ${response}`);\\n- return response || `No response from ${agent.name.toLowerCase()}`;\\n- } catch (error) {\\n- console.error(`Error in ${agent.name}: ${error}`);\\n- return `Error in ${agent.name}: ${error}`;\\n- }\\n+ const messages: ResponseInput = [];\\n+ const handlers = {\\n+ onToolCall: agent.onToolCall,\\n+ onToolResult: agent.onToolResult,\\n+ };\\n+\\n+ try {\\n+ return await Runner.runStreamedWithTools(agent, prompt, messages, handlers);\\n+ } catch (error) {\\n+ console.error(`Error in ${agent.name}: ${error}`);\\n+ return `Error in ${agent.name}: ${error}`;\\n+ }\\n }\\n*** End Patch\\nPATCH\\n\"}",{},"d67bf335-279d-4d54-a962-f59fcb1d23dc",{"_111":108,"_161":-5,"_445":10221},{"_453":45,"_454":10219},{"_482":57,"_483":484,"_451":452,"_4156":57},[10220],"I'll simplify the function by removing unnecessary logic and follow the instructions precisely.",{},"bf9ecc38-6b81-4117-87f9-0c1f7e9fe053",{"_111":465,"_161":494,"_445":10228},{"_453":45,"_454":10226},{},[10227],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5353, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '570,630p' magi/src/utils/agent\", \".ts\", \" }\", \" }\", \" },\", \" };\", \"\", \" // Run the agent with the unified function\", \" let response = await Runner.runStreamedWithTools(\", \" agent,\", \" prompt,\", \" messages,\", \" handlers\", \" );\", \"\", \" // If we have a response but it doesn't seem to include tool results, ap\", \"pend them\", \" if (\", \" response &&\", \" toolResultsToInclude &&\", \" !response.includes(\", \" toolResultsToInclude.substring(\", \" 0,\", \" Math.min(50, toolResultsToInclude.length)\", \" )\", \" )\", \" ) {\", \" // Only append if the tool results aren't already reflected in the r\", \"esponse\", \" console.log(`${agent.name} appending tool results to response`);\", \" response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \" }\", \"\", \" console.log(`${agent.name} final response: ${response}`);\", \" return response || `No response from ${agent.name.toLowerCase()}`;\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"60556b\"}",{},"80f9e81e-53fb-4211-8363-c11ba7092e6e",{"_111":108,"_161":-5,"_445":10234},{"_453":473,"_228":474,"_475":-5,"_45":10233},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '570,630p' magi/src/utils/agent.ts\\n\"}",{},"3d1b98f5-4190-41c9-a1db-65744f0f2bda",{"_111":108,"_161":-5,"_445":10241},{"_453":45,"_454":10239},{"_482":57,"_483":484,"_451":452,"_4156":57},[10240],"No pass/fail after 263 lines, so verification may not be needed. I'll check final lines.",{},"a62a79e6-697c-4038-9e14-613de78476a9",{"_111":465,"_161":494,"_445":10248},{"_453":45,"_454":10246},{},[10247],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5348, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"fail\\\" -n magi/src/utils/agent\", \".ts\", \"270: description: `What should ${this.name} work on? Generall\", \"y you should leave the way the task is performed up to the agent unless the agen\", \"t previously failed. Agents are expected to work mostly autonomously.`,\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"15cb03\"}",{},"046fe458-1ab1-4aac-8ac2-dc09e0eed6cf",{"_111":108,"_161":-5,"_445":10254},{"_453":473,"_228":474,"_475":-5,"_45":10253},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"fail\\\" -n magi/src/utils/agent.ts\\n\"}",{},"f2d19e95-41e6-4b30-a658-0415bdc30eae",{"_111":465,"_161":494,"_445":10261},{"_453":45,"_454":10259},{},[10260],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5345, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"pass\\\" -n magi/src/utils/agent\", \".ts\", \"263: // Standard parameter passing\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"26865d\"}",{},"379af891-ff2f-48f9-8354-b00fdeec3efb",{"_111":108,"_161":-5,"_445":10267},{"_453":473,"_228":474,"_475":-5,"_45":10266},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"pass\\\" -n magi/src/utils/agent.ts\\n\"}",{},"c93642f9-6965-4e9f-ad36-e94c29e8ae4a",{"_111":108,"_161":-5,"_445":10274},{"_453":45,"_454":10272},{"_482":57,"_483":484,"_451":452,"_4156":57},[10273],"I'll search for \"pass\" and \"fail\" in the runAgentTool function to confirm.",{},"3ba8c64b-82f2-4760-a225-b54634311bf6",{"_111":465,"_161":494,"_445":10281},{"_453":45,"_454":10279},{},[10280],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5335, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"toolResultsToInclude\\\" -n magi\", \"/src/utils/agent.ts\", \"498: let toolResultsToInclude = '';\", \"526: toolResultsToInclude += resultString + '\\\\n';\", \"552: !toolResultsToInclude.includes(\", \"559: toolResultsToInclude += resultString + '\\\\n';\", \"586: toolResultsToInclude &&\", \"588: toolResultsToInclude.substring(\", \"590: Math.min(50, toolResultsToInclude.length)\", \"596: response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"906df5\"}",{},"cb347cca-0a94-4d92-8ad0-99b74a44c625",{"_111":108,"_161":-5,"_445":10287},{"_453":473,"_228":474,"_475":-5,"_45":10286},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"toolResultsToInclude\\\" -n magi/src/utils/agent.ts\\n\"}",{},"9927d7ff-5363-4dd0-a561-6cfc6c227a56",{"_111":108,"_161":-5,"_445":10294},{"_453":45,"_454":10292},{"_482":57,"_483":484,"_451":452},[10293],"I don't see verification inside runAgentTool. I might skip step 5, but I'll check.",{},"b2c44b82-6733-432c-a0aa-17b31688b96c",{"_111":465,"_161":494,"_445":10301},{"_453":45,"_454":10299},{},[10300],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5328, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"verifier\\\" -n magi/src/utils/a\", \"gent.ts\", \"91: verifier?: Agent;\", \"143: if (definition.verifier) {\", \"144: this.verifier = new Agent({ ...definition.verifier, verifier: un\", \"defined });\", \"145: this.verifier.parent_id = this.agent_id;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3f89c9\"}",{},"394fb95d-88b3-4d64-bd84-ed00fa45b072",{"_111":108,"_161":-5,"_445":10307},{"_453":473,"_228":474,"_475":-5,"_45":10306},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"verifier\\\" -n magi/src/utils/agent.ts\\n\"}",{},"7f6ae794-99fd-418d-bf20-ee339fb73562",{"_111":108,"_161":-5,"_445":10314},{"_453":45,"_454":10312},{"_482":57,"_483":484,"_451":452,"_4156":57},[10313],"I'll replace the long logic with a call to Runner.runStreamedWithTools, keeping agent settings.\n\nI'll search for \"verification\" within runAgentTool to see if anything needs updating.",{},"cfef2043-a066-446a-9722-fe9457f605fa",{"_111":465,"_161":494,"_445":10321},{"_453":45,"_454":10319},{},[10320],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5153, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '440,630p' magi/src/utils/agent\", \".ts\", \" export(): AgentExportDefinition {\", \" // Return a simplified representation of the agent\", \" const agentExport: AgentExportDefinition = {\", \" agent_id: this.agent_id,\", \" name: this.name,\", \" };\", \" if (this.model) {\", \" agentExport.model = this.model;\", \" }\", \" if (this.modelClass) {\", \" agentExport.modelClass = this.modelClass;\", \" }\", \" if (this.parent_id) {\", \" // Make sure parent is an Agent with an export method\", \" agentExport.parent_id = this.parent_id;\", \" }\", \" if (this.cwd) {\", \" agentExport.cwd = this.cwd;\", \" }\", \" return agentExport;\", \" }\", \"}\", \"\", \"/**\", \" * Run an agent and capture its streamed response, including any confidence sign\", \"als\", \" */\", \"async function runAgentTool(\", \" agent: Agent,\", \" prompt: string,\", \" intelligence?: 'low' | 'standard' | 'high'\", \"): Promise {\", \" // Ensure these values are set to undefined if not provided\", \" agent.intelligence = intelligence || undefined;\", \"\", \" const modelClass = agent.modelClass || 'standard';\", \" switch (agent.intelligence) {\", \" case 'low':\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'mini';\", \" }\", \" if (['code', 'reasoning'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" break;\", \" case 'standard':\", \" // No change needed?\", \" break;\", \" case 'high':\", \" if (['mini'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" let toolResultsToInclude = '';\", \" const toolCalls: any[] = [];\", \"\", \" try {\", \" console.log(\", \" `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \" prompt\", \" );\", \"\", \" // Set up handlers for the unified streaming function\", \" const handlers = {\", \" onToolCall: (toolCall: ToolCall) => {\", \" console.log(`${agent.name} intercepted tool call:`, toolCall);\", \" toolCalls.push(toolCall);\", \" },\", \" onToolResult: (toolCall: ToolCall, result: string) => {\", \" try {\", \" console.log(\", \" `${agent.name} intercepted tool result:`,\", \" truncateLargeValues(result)\", \" );\", \" if (result) {\", \" const resultString =\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result, null, 2);\", \"\", \" // Store results so we can include them in the response\", \"if needed\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result: ${resultString.\", \"substring(0, 100)}...`\", \" );\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing intercepted tool result in ${agent.nam\", \"e}:`,\", \" err\", \" );\", \" }\", \" },\", \" onEvent: (event: StreamingEvent) => {\", \" // Capture tool results from tool_done events\", \" if (event.type === 'tool_done') {\", \" try {\", \" const toolEvent = event as ToolEvent;\", \" const results = toolEvent.results;\", \" if (results) {\", \" const resultString =\", \" typeof results === 'string'\", \" ? results\", \" : JSON.stringify(results, null, 2);\", \"\", \" // Only add to results if it's not already included\", \" if (\", \" !toolResultsToInclude.includes(\", \" resultString.substring(\", \" 0,\", \" Math.min(50, resultString.length)\", \" )\", \" )\", \" ) {\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result from str\", \"eam: ${resultString.substring(0, 100)}...`\", \" );\", \" }\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing tool result in ${agent.name}:`,\", \" err\", \" );\", \" }\", \" }\", \" },\", \" };\", \"\", \" // Run the agent with the unified function\", \" let response = await Runner.runStreamedWithTools(\", \" agent,\", \" prompt,\", \" messages,\", \" handlers\", \" );\", \"\", \" // If we have a response but it doesn't seem to include tool results, ap\", \"pend them\", \" if (\", \" response &&\", \" toolResultsToInclude &&\", \" !response.includes(\", \" toolResultsToInclude.substring(\", \" 0,\", \" Math.min(50, toolResultsToInclude.length)\", \" )\", \" )\", \" ) {\", \" // Only append if the tool results aren't already reflected in the r\", \"esponse\", \" console.log(`${agent.name} appending tool results to response`);\", \" response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \" }\", \"\", \" console.log(`${agent.name} final response: ${response}`);\", \" return response || `No response from ${agent.name.toLowerCase()}`;\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ed53bf\"}",{},"df11fb3e-028e-4ffb-8776-4d4826051a67",{"_111":108,"_161":-5,"_445":10327},{"_453":473,"_228":474,"_475":-5,"_45":10326},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '440,630p' magi/src/utils/agent.ts\\n\"}",{},"b67d053f-e45c-4556-b6ba-4a87687dd936",{"_111":108,"_161":-5,"_445":10334},{"_453":45,"_454":10332},{"_482":57,"_483":484,"_451":452,"_4156":57},[10333],"I’m confirming if runAgentTool needs drastic changes or just a simplification to match Step 5.",{},"d1db7861-6a15-4241-82d2-7e35ba31cf37",{"_111":465,"_161":494,"_445":10341},{"_453":45,"_454":10339},{},[10340],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5151, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"Verifier\\\" -n magi/src/utils/a\", \"gent.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0f75db\"}",{},"aed43705-f5c3-4c29-a700-d7f3e7636f87",{"_111":108,"_161":-5,"_445":10347},{"_453":473,"_228":474,"_475":-5,"_45":10346},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"Verifier\\\" -n magi/src/utils/agent.ts\\n\"}",{},"80d5e6fc-4a6b-4284-b3ed-94fb31dd3528",{"_111":108,"_161":-5,"_445":10354},{"_453":45,"_454":10352},{"_482":57,"_483":484,"_451":452,"_4156":57},[10353],"I’ll look for lines mentioning 'verifier' to check for custom verification.",{},"95edadf6-8ec5-47f6-be1d-ab547af1f111",{"_111":465,"_161":494,"_445":10361},{"_453":45,"_454":10359},{},[10360],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5144, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"verifier\\\" -n magi/src/utils/a\", \"gent.ts\", \"91: verifier?: Agent;\", \"143: if (definition.verifier) {\", \"144: this.verifier = new Agent({ ...definition.verifier, verifier: un\", \"defined });\", \"145: this.verifier.parent_id = this.agent_id;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0b1d23\"}",{},"4d342436-c849-499f-b756-9cf72268cb5a",{"_111":108,"_161":-5,"_445":10366},{"_453":473,"_228":474,"_475":-5,"_45":10306},{"_451":500},{},"6f6f1204-f235-46f0-840c-71d8ab6e0373",{"_111":108,"_161":-5,"_445":10373},{"_453":45,"_454":10371},{"_482":57,"_483":484,"_451":452,"_4156":57},[10372],"I'll search for \"verify\" in the runAgentTool file to check for any related logic.",{},"c1bedfd9-0daa-494b-b66f-7a49ce8755ac",{"_111":465,"_161":494,"_445":10380},{"_453":45,"_454":10378},{},[10379],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 5142, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '610,650p' magi/src/utils/agent\", \".ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0610d7\"}",{},"e5d8628f-ee3d-413f-ae41-15dda878eb5a",{"_111":108,"_161":-5,"_445":10386},{"_453":473,"_228":474,"_475":-5,"_45":10385},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '610,650p' magi/src/utils/agent.ts\\n\"}",{},"f6401509-3beb-4bca-8094-c1b8f83c6336",{"_111":108,"_161":-5,"_445":10393},{"_453":45,"_454":10391},{"_482":57,"_483":484,"_451":452,"_4156":57},[10392],"I see the function delegates to the runner but still has extra code for intercepting results. I'll check for any old verification logic near the bottom of the code.",{},"e289bc12-9c06-4bac-b33d-82b36afe11e2",{"_111":465,"_161":494,"_445":10400},{"_453":45,"_454":10398},{},[10399],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4985, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '458,610p' magi/src/utils/agent\", \".ts\", \" }\", \" return agentExport;\", \" }\", \"}\", \"\", \"/**\", \" * Run an agent and capture its streamed response, including any confidence sign\", \"als\", \" */\", \"async function runAgentTool(\", \" agent: Agent,\", \" prompt: string,\", \" intelligence?: 'low' | 'standard' | 'high'\", \"): Promise {\", \" // Ensure these values are set to undefined if not provided\", \" agent.intelligence = intelligence || undefined;\", \"\", \" const modelClass = agent.modelClass || 'standard';\", \" switch (agent.intelligence) {\", \" case 'low':\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'mini';\", \" }\", \" if (['code', 'reasoning'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" break;\", \" case 'standard':\", \" // No change needed?\", \" break;\", \" case 'high':\", \" if (['mini'].includes(modelClass)) {\", \" agent.modelClass = 'standard';\", \" }\", \" if (['standard'].includes(modelClass)) {\", \" agent.modelClass = 'reasoning';\", \" }\", \" break;\", \" }\", \"\", \" const messages: ResponseInput = [];\", \" let toolResultsToInclude = '';\", \" const toolCalls: any[] = [];\", \"\", \" try {\", \" console.log(\", \" `runAgentTool using Runner.runStreamedWithTools for ${agent.name}`,\", \" prompt\", \" );\", \"\", \" // Set up handlers for the unified streaming function\", \" const handlers = {\", \" onToolCall: (toolCall: ToolCall) => {\", \" console.log(`${agent.name} intercepted tool call:`, toolCall);\", \" toolCalls.push(toolCall);\", \" },\", \" onToolResult: (toolCall: ToolCall, result: string) => {\", \" try {\", \" console.log(\", \" `${agent.name} intercepted tool result:`,\", \" truncateLargeValues(result)\", \" );\", \" if (result) {\", \" const resultString =\", \" typeof result === 'string'\", \" ? result\", \" : JSON.stringify(result, null, 2);\", \"\", \" // Store results so we can include them in the response\", \"if needed\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result: ${resultString.\", \"substring(0, 100)}...`\", \" );\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing intercepted tool result in ${agent.nam\", \"e}:`,\", \" err\", \" );\", \" }\", \" },\", \" onEvent: (event: StreamingEvent) => {\", \" // Capture tool results from tool_done events\", \" if (event.type === 'tool_done') {\", \" try {\", \" const toolEvent = event as ToolEvent;\", \" const results = toolEvent.results;\", \" if (results) {\", \" const resultString =\", \" typeof results === 'string'\", \" ? results\", \" : JSON.stringify(results, null, 2);\", \"\", \" // Only add to results if it's not already included\", \" if (\", \" !toolResultsToInclude.includes(\", \" resultString.substring(\", \" 0,\", \" Math.min(50, resultString.length)\", \" )\", \" )\", \" ) {\", \" toolResultsToInclude += resultString + '\\\\n';\", \" console.log(\", \" `${agent.name} captured tool result from str\", \"eam: ${resultString.substring(0, 100)}...`\", \" );\", \" }\", \" }\", \" } catch (err) {\", \" console.error(\", \" `Error processing tool result in ${agent.name}:`,\", \" err\", \" );\", \" }\", \" }\", \" },\", \" };\", \"\", \" // Run the agent with the unified function\", \" let response = await Runner.runStreamedWithTools(\", \" agent,\", \" prompt,\", \" messages,\", \" handlers\", \" );\", \"\", \" // If we have a response but it doesn't seem to include tool results, ap\", \"pend them\", \" if (\", \" response &&\", \" toolResultsToInclude &&\", \" !response.includes(\", \" toolResultsToInclude.substring(\", \" 0,\", \" Math.min(50, toolResultsToInclude.length)\", \" )\", \" )\", \" ) {\", \" // Only append if the tool results aren't already reflected in the r\", \"esponse\", \" console.log(`${agent.name} appending tool results to response`);\", \" response += '\\\\n\\\\nTool Results:\\\\n' + toolResultsToInclude;\", \" }\", \"\", \" console.log(`${agent.name} final response: ${response}`);\", \" return response || `No response from ${agent.name.toLowerCase()}`;\", \" } catch (error) {\", \" console.error(`Error in ${agent.name}: ${error}`);\", \" return `Error in ${agent.name}: ${error}`;\", \" }\", \"}\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"cf4932\"}",{},"90fabfe8-7a62-4343-a062-d00eae510c6b",{"_111":108,"_161":-5,"_445":10406},{"_453":473,"_228":474,"_475":-5,"_45":10405},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '458,610p' magi/src/utils/agent.ts\\n\"}",{},"90dbb669-10a2-42b8-b040-2a8b7ea633e9",{"_111":108,"_161":-5,"_445":10413},{"_453":45,"_454":10411},{"_482":57,"_483":484,"_451":452},[10412],"I need to confirm how runAgentTool and Runner.runStreamedWithTools are being used.",{},"d3d2a76b-fbc7-4e6b-a691-d4bd1077956f",{"_111":465,"_161":494,"_445":10420},{"_453":45,"_454":10418},{},[10419],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4925, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/runner.ts\", \"> @@\", \"> }\", \">\", \"> agent.model = undefined; // Allow a new model to be selected for\", \"the next run\", \"> +\", \"> + // ── post-run verification ─────────────────────────────────────\", \"─────────\", \"> + if (!skipVerifier && agent.verifier) {\", \"> + const vResult = await Runner.verifyRun(\", \"> + agent.verifier,\", \"> + fullResponse,\", \"> + conversationHistory,\", \"> + handlers,\", \"> + allowedEvents\", \"> + );\", \"> +\", \"> + if (\", \"> + vResult.status === 'fail' &&\", \"> + verificationAttempt < agent.maxVerificationAttempts\", \"> + ) {\", \"> + console.warn(\", \"> + `[Runner] verifier failed: ${vResult.reason ?? '(no r\", \"eason)'}`\", \"> + );\", \"> + const retryHistory: ResponseInput = [\", \"> + ...conversationHistory,\", \"> + { type: 'message', role: 'assistant', content: fullRe\", \"sponse },\", \"> + {\", \"> + type: 'message',\", \"> + role: 'developer',\", \"> + content: `Verifier feedback:\\\\n${vResult.reason ??\", \" '(none)'}`,\", \"> + },\", \"> + ];\", \"> +\", \"> + return await Runner.runStreamedWithTools(\", \"> + agent,\", \"> + '',\", \"> + retryHistory,\", \"> + handlers,\", \"> + allowedEvents,\", \"> + toolCallCount,\", \"> + communicationManager,\", \"> + false,\", \"> + verificationAttempt + 1\", \"> + );\", \"> + }\", \"> + }\", \">\", \"> return fullResponse;\", \"> } catch (error) {\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/runner.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"cdc7f9\"}",{},"e20ce277-2ebd-4e4d-b885-fd0a42750929",{"_111":108,"_161":-5,"_445":10426},{"_453":473,"_228":474,"_475":-5,"_45":10425},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/runner.ts\\n@@\\n }\\n \\n agent.model = undefined; // Allow a new model to be selected for the next run\\n+\\n+ // ── post-run verification ──────────────────────────────────────────────\\n+ if (!skipVerifier && agent.verifier) {\\n+ const vResult = await Runner.verifyRun(\\n+ agent.verifier,\\n+ fullResponse,\\n+ conversationHistory,\\n+ handlers,\\n+ allowedEvents\\n+ );\\n+\\n+ if (\\n+ vResult.status === 'fail' &&\\n+ verificationAttempt < agent.maxVerificationAttempts\\n+ ) {\\n+ console.warn(\\n+ `[Runner] verifier failed: ${vResult.reason ?? '(no reason)'}`\\n+ );\\n+ const retryHistory: ResponseInput = [\\n+ ...conversationHistory,\\n+ { type: 'message', role: 'assistant', content: fullResponse },\\n+ {\\n+ type: 'message',\\n+ role: 'developer',\\n+ content: `Verifier feedback:\\\\n${vResult.reason ?? '(none)'}`,\\n+ },\\n+ ];\\n+\\n+ return await Runner.runStreamedWithTools(\\n+ agent,\\n+ '',\\n+ retryHistory,\\n+ handlers,\\n+ allowedEvents,\\n+ toolCallCount,\\n+ communicationManager,\\n+ false,\\n+ verificationAttempt + 1\\n+ );\\n+ }\\n+ }\\n \\n return fullResponse;\\n } catch (error) {\\n*** End Patch\\nPATCH\\n\"}",{},"d1d7bf12-a875-4626-b5d5-b1cb8cd1fcc0",{"_111":108,"_161":-5,"_445":10433},{"_453":45,"_454":10431},{"_482":57,"_483":484,"_451":452,"_4156":57},[10432],"I'll add verification logic before `agent.model = undefined;` and the final return. Time to patch!",{},"1fc36607-939e-4574-b407-16d4182315eb",{"_111":465,"_161":494,"_445":10440},{"_453":45,"_454":10438},{},[10439],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4889, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '920,950p' magi/src/utils/runne\", \"r.ts\", \" if (jsonResponse) {\", \" // Replace the full response with pretty-printed JSON\", \" fullResponse = JSON.stringify(jsonResponse, null, 2);\", \" }\", \" } catch (error) {\", \" console.error(\", \" `[Runner] Error handling JSON response for agent ${agent\", \".name}:`,\", \" error\", \" );\", \"\", \" // If force_json is true, we could retry here\", \" if (agent.modelSettings?.force_json) {\", \" console.warn(\", \" \\\"[Runner] force_json is true but couldn't get valid\", \"JSON. Consider implementing retry logic.\\\"\", \" );\", \" }\", \" }\", \" }\", \"\", \" agent.model = undefined; // Allow a new model to be selected for the\", \" next run\", \"\", \" return fullResponse;\", \" } catch (error) {\", \" // Handle other errors\", \" console.error(`[Runner] Error in runStreamedWithTools: ${error}`);\", \" // Consider wrapping non-signal errors if needed, or just re-throw\", \" throw error; // Re-throw other errors\", \" }\", \" }\", \"\", \" /**\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"faeab0\"}",{},"05b12d01-b9bb-4b5e-9d29-fea5b3ae20ae",{"_111":108,"_161":-5,"_445":10446},{"_453":473,"_228":474,"_475":-5,"_45":10445},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '920,950p' magi/src/utils/runner.ts\\n\"}",{},"0b02ae82-9807-4638-b716-f30ca19f3078",{"_111":108,"_161":-5,"_445":10453},{"_453":45,"_454":10451},{"_482":57,"_483":484,"_451":452,"_4156":57},[10452],"I'll add verification logic just before the final `return fullResponse;` at line 941.",{},"9ae7487b-dd67-4661-9f26-14a7b3e863eb",{"_111":465,"_161":494,"_445":10460},{"_453":45,"_454":10458},{},[10459],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4885, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"return fullResponse\\\" -n magi/\", \"src/utils/runner.ts\", \"798: return fullResponse;\", \"941: return fullResponse;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3826ab\"}",{},"da0d7084-1f46-4077-b958-145c869f2c31",{"_111":108,"_161":-5,"_445":10465},{"_453":473,"_228":474,"_475":-5,"_45":6100},{"_451":500},{},"73d20b0c-f124-4c59-840d-90e6f07c8cb6",{"_111":108,"_161":-5,"_445":10472},{"_453":45,"_454":10470},{"_482":57,"_483":484,"_451":452,"_4156":57},[10471],"I'll add the comment close to the return statement, around \"return fullResponse\".",{},"baf68de9-7d63-430a-9f24-b30da9de619f",{"_111":465,"_161":494,"_445":10479},{"_453":45,"_454":10477},{},[10478],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4883, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"// ── post-run verification\\\"\", \"-n magi/src/utils/runner.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e4064d\"}",{},"1ef2dcd8-e328-4fd1-bf16-a521593858fa",{"_111":108,"_161":-5,"_445":10485},{"_453":473,"_228":474,"_475":-5,"_45":10484},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"// ── post-run verification\\\" -n magi/src/utils/runner.ts\\n\"}",{},"3c4f17b4-9e3f-4c5e-86ed-3d4b500c4209",{"_111":108,"_161":-5,"_445":10492},{"_453":45,"_454":10490},{"_482":57,"_483":484,"_451":452,"_4156":57},[10491],"I need to update call sites for new parameters but maintain compatibility with old ones.",{},"e5f6a65e-d308-42f9-b2b1-8f8e19d2e5ee",{"_111":465,"_161":494,"_445":10499},{"_453":45,"_454":10497},{},[10498],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4862, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -r \\\"runStreamedWithTools(\\\" -n | h\", \"ead\", \"magi/src/utils/summary_utils.ts:159: const summary = await Runner.runStreamed\", \"WithTools(agent, document, [], {}, [\", \"magi/src/utils/runner.ts:470: const raw = await Runner.runStreamedWithToo\", \"ls(\", \"magi/src/utils/runner.ts:492: static async runStreamedWithTools(\", \"magi/src/utils/runner.ts:866: const followUpResponse = await this\", \".runStreamedWithTools(\", \"magi/src/utils/runner.ts:1075: stageOutput = await this.runSt\", \"reamedWithTools(\", \"magi/src/utils/mech_tools.ts:123: const response = await Runner.runSt\", \"reamedWithTools(\", \"magi/src/utils/agent.ts:576: let response = await Runner.runStreamedWithT\", \"ools(\", \"magi/src/utils/llm_call_utils.ts:61: return await Runner.runStreamedWithTools\", \"(\", \"magi/src/utils/meta_cognition.ts:127: const response = await Runner.runSt\", \"reamedWithTools(\", \"magi/src/magi.ts:145: const response = await Runner.runStreamedWithTools(agen\", \"t, '', history);\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"0a4c16\"}",{},"2a13629a-e8c5-425b-b113-f524c1a538d3",{"_111":108,"_161":-5,"_445":10505},{"_453":473,"_228":474,"_475":-5,"_45":10504},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -r \\\"runStreamedWithTools(\\\" -n | head\\n\"}",{},"d7b27243-524e-4463-bd71-781583bc1cba",{"_111":108,"_161":-5,"_445":10512},{"_453":45,"_454":10510},{"_482":57,"_483":484,"_451":452,"_4156":57},[10511],"I'll look across the repo for other instances of `runStreamedWithTools`.",{},"78482048-0938-474a-b448-8742b7196c23",{"_111":465,"_161":494,"_445":10519},{"_453":45,"_454":10517},{},[10518],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4856, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"runStreamedWithTools(\\\" -n mag\", \"i/src/utils/runner.ts\", \"470: const raw = await Runner.runStreamedWithTools(\", \"492: static async runStreamedWithTools(\", \"866: const followUpResponse = await this.runStreamedWithTools(\", \"1075: stageOutput = await this.runStreamedWithTools(\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e81c97\"}",{},"275dd408-7577-49f4-9800-fd4aff0ef638",{"_111":108,"_161":-5,"_445":10525},{"_453":473,"_228":474,"_475":-5,"_45":10524},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"runStreamedWithTools(\\\" -n magi/src/utils/runner.ts\\n\"}",{},"199b6451-73a2-4a03-8385-466bbf597c7b",{"_111":108,"_161":-5,"_445":10532},{"_453":45,"_454":10530},{"_482":57,"_483":484,"_451":452,"_4156":57},[10531],"I need to find calls to runStreamedWithTools and update them with the new parameters.",{},"15756bf9-6810-4f6e-b190-1316750ddfe5",{"_111":465,"_161":494,"_445":10539},{"_453":45,"_454":10537},{},[10538],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4833, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/runner.ts\", \"> @@\", \"> static async runStreamedWithTools(\", \"> agent: Agent,\", \"> input?: string,\", \"> conversationHistory: ResponseInput = [],\", \"> handlers: ToolCallHandler = {},\", \"> allowedEvents: StreamEventType[] | null = null,\", \"> toolCallCount = 0, // Track the number of tool call iterations across\", \" recursive calls\", \"> - communicationManager?: any // Add optional communicationManager param\", \"eter\", \"> + communicationManager?: any, // Add optional communicationManager para\", \"meter\", \"> + skipVerifier = false,\", \"> + verificationAttempt = 0\", \"> ): Promise {\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/runner.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"48c961\"}",{},"f6c94391-078c-4258-baa7-02baf3086b69",{"_111":108,"_161":-5,"_445":10545},{"_453":473,"_228":474,"_475":-5,"_45":10544},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/runner.ts\\n@@\\n static async runStreamedWithTools(\\n agent: Agent,\\n input?: string,\\n conversationHistory: ResponseInput = [],\\n handlers: ToolCallHandler = {},\\n allowedEvents: StreamEventType[] | null = null,\\n toolCallCount = 0, // Track the number of tool call iterations across recursive calls\\n- communicationManager?: any // Add optional communicationManager parameter\\n+ communicationManager?: any, // Add optional communicationManager parameter\\n+ skipVerifier = false,\\n+ verificationAttempt = 0\\n ): Promise {\\n*** End Patch\\nPATCH\\n\"}",{},"e96ea70b-1c52-42c2-8157-551cbfa4303a",{"_111":465,"_161":494,"_445":10552},{"_453":45,"_454":10550},{},[10551],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4803, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '490,513p' magi/src/utils/runne\", \"r.ts\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any // Add optional communicationManager paramete\", \"r\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \" output: string;\", \" }[] = [];\", \"\", \" try {\", \" conversationHistory = [...conversationHistory]; // Clone so that add\", \"itional messages don't affect the original\", \"\", \" const stream = this.runStreamed(agent, input, conversationHistory);\", \"\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"19af62\"}",{},"3f3089b3-9c9b-418a-b80a-9cedf6c9ba54",{"_111":108,"_161":-5,"_445":10558},{"_453":473,"_228":474,"_475":-5,"_45":10557},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '490,513p' magi/src/utils/runner.ts\\n\"}",{},"d53be3ee-2716-4445-b1a2-b79eb41aabea",{"_111":108,"_161":-5,"_445":10565},{"_453":45,"_454":10563},{"_482":57,"_483":484,"_451":452,"_4156":57},[10564],"I'll start by patching the method signature and updating the call sites accordingly.",{},"d4b947fc-c20e-4d9d-9fcd-207733213bc6",{"_111":465,"_161":494,"_445":10572},{"_453":45,"_454":10570},{},[10571],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4797, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"runStreamedWithTools(\\\" -n mag\", \"i/src/utils/runner.ts | head\", \"470: const raw = await Runner.runStreamedWithTools(\", \"492: static async runStreamedWithTools(\", \"864: const followUpResponse = await this.runStreamedWithTools(\", \"1073: stageOutput = await this.runStreamedWithTools(\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e5aecc\"}",{},"fa2f7dbb-5b54-42eb-90ae-c0f235571566",{"_111":108,"_161":-5,"_445":10577},{"_453":473,"_228":474,"_475":-5,"_45":8430},{"_451":500},{},"0de1ae58-e958-4155-ae18-abdba684590d",{"_111":108,"_161":-5,"_445":10584},{"_453":45,"_454":10582},{"_482":57,"_483":484,"_451":452,"_4156":57},[10583],"I'll update `runStreamedWithTools` to include `skipVerifier` and `verificationAttempt` parameters.",{},"0d0e457c-2873-4b6f-b8b2-a5e7634bbacc",{"_111":465,"_161":494,"_445":10591},{"_453":45,"_454":10589},{},[10590],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4782, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/runner.ts\", \"> @@\", \"> ResponseThinkingMessage,\", \"> StreamEventType,\", \"> ErrorEvent,\", \"> - ResponseOutputMessage,\", \"> + ResponseOutputMessage,\", \"> + VerifierResult,\", \"> } from '../types/shared-types.js';\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/runner.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"bc20bf\"}",{},"fdda29d9-1e02-4f7a-a31c-5bf7f690254e",{"_111":108,"_161":-5,"_445":10597},{"_453":473,"_228":474,"_475":-5,"_45":10596},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/runner.ts\\n@@\\n ResponseThinkingMessage,\\n StreamEventType,\\n ErrorEvent,\\n- ResponseOutputMessage,\\n+ ResponseOutputMessage,\\n+ VerifierResult,\\n } from '../types/shared-types.js';\\n*** End Patch\\nPATCH\\n\"}",{},"089489ab-60ea-4d4a-8854-a58142629886",{"_111":108,"_161":-5,"_445":10604},{"_453":45,"_454":10602},{"_482":57,"_483":484,"_451":452,"_4156":57},[10603],"I'll add `VerifierResult` to the import statement and patch the code now.",{},"8534284d-76cf-4969-8bc4-7f620ef1c27b",{"_111":465,"_161":494,"_445":10611},{"_453":45,"_454":10609},{},[10610],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4740, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '1,40p' magi/src/utils/runner.t\", \"s\", \"/**\", \" * Agent framework for the MAGI system.\", \" *\", \" * This module defines the Agent class and the runner for executing LLM agents\", \" * with tools.\", \" */\", \"\", \"import type {\", \" StreamingEvent,\", \" ToolEvent,\", \" MessageEvent,\", \" ToolCall,\", \" ResponseInput,\", \" ToolCallHandler,\", \" RunnerConfig,\", \" ResponseInputItem,\", \" ResponseInputFunctionCall,\", \" ResponseInputFunctionCallOutput,\", \" ResponseInputMessage,\", \" ResponseThinkingMessage,\", \" StreamEventType,\", \" ErrorEvent,\", \" ResponseOutputMessage,\", \"} from '../types/shared-types.js';\", \"import { Agent } from './agent.js';\", \"import { getModelProvider } from '../model_providers/model_provider.js';\", \"import {\", \" findModel,\", \" MODEL_CLASSES,\", \" ModelClassID,\", \" ModelEntry,\", \"} from '../model_providers/model_data.js';\", \"import { getModelFromClass } from '../model_providers/model_provider.js';\", \"import { processToolCall } from './tool_call.js';\", \"import { capitalize } from './llm_utils.js';\", \"import { getCommunicationManager, sendComms } from './communication.js';\", \"import { isPaused, sleep } from './communication.js';\", \"import { mechState, getModelScore } from './mech_state.js';\", \"\", \"const EVENT_TIMEOUT_MS = 300000; // 5 min timeout for events\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a6b190\"}",{},"de1068d8-8bcf-4b93-95f7-689b3418f7d9",{"_111":108,"_161":-5,"_445":10617},{"_453":473,"_228":474,"_475":-5,"_45":10616},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '1,40p' magi/src/utils/runner.ts\\n\"}",{},"cd6a6d1e-95f1-4f59-acf0-809c7d925d76",{"_111":108,"_161":-5,"_445":10624},{"_453":45,"_454":10622},{"_482":57,"_483":484,"_451":452},[10623],"I'll check the top of the file to import `VerifierResult` as needed.",{},"faebf1bd-38c5-4a93-9607-303b68b464d8",{"_111":465,"_161":494,"_445":10631},{"_453":45,"_454":10629},{},[10630],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4688, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/runner.ts\", \"> @@\", \"> } // End of runStreamed\", \">\", \"> /**\", \"> + * Run a verifier agent against `output` and return its structured result\", \".\", \"> + * The verifier must return JSON or a plain string that parses into Verif\", \"ierResult.\", \"> + */\", \"> + static async verifyRun(\", \"> + verifier: Agent,\", \"> + output: string,\", \"> + history: ResponseInput,\", \"> + handlers: ToolCallHandler,\", \"> + allowed: StreamEventType[] | null,\", \"> + ): Promise {\", \"> + const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.pa\", \"rent_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser ou\", \"tput:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\", \"> +\", \"> + const raw = await Runner.runStreamedWithTools(\", \"> + verifier,\", \"> + verifyPrompt,\", \"> + history,\", \"> + handlers,\", \"> + allowed,\", \"> + 0,\", \"> + undefined,\", \"> + true\", \"> + );\", \"> +\", \"> + try {\", \"> + return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.pa\", \"rse(String(raw));\", \"> + } catch {\", \"> + const txt = raw.toString().trim().toLowerCase();\", \"> + return txt.startsWith('pass') ? { status: 'pass' } : { status: 'f\", \"ail', reason: raw as string };\", \"> + }\", \"> + }\", \"> +\", \"> + /**\", \"> * Unified function to run an agent with streaming and handle all events\", \"including tool calls\", \"> */\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/runner.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"6f3022\"}",{},"9329dab3-c3fb-4ef3-8afb-06dcb89856a6",{"_111":108,"_161":-5,"_445":10637},{"_453":473,"_228":474,"_475":-5,"_45":10636},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/runner.ts\\n@@\\n } // End of runStreamed\\n \\n /**\\n+ * Run a verifier agent against `output` and return its structured result.\\n+ * The verifier must return JSON or a plain string that parses into VerifierResult.\\n+ */\\n+ static async verifyRun(\\n+ verifier: Agent,\\n+ output: string,\\n+ history: ResponseInput,\\n+ handlers: ToolCallHandler,\\n+ allowed: StreamEventType[] | null,\\n+ ): Promise {\\n+ const verifyPrompt = `\\\\nYou are the verifier for agent \\\"${verifier.parent_id}\\\".\\\\nReturn JSON: {\\\"status\\\":\\\"pass\\\"|\\\"fail\\\",\\\"reason\\\":\\\"…optional…\\\"}\\\\nUser output:\\\\n<<<\\\\n${output}\\\\n>>>\\\\n`;\\n+\\n+ const raw = await Runner.runStreamedWithTools(\\n+ verifier,\\n+ verifyPrompt,\\n+ history,\\n+ handlers,\\n+ allowed,\\n+ 0,\\n+ undefined,\\n+ true\\n+ );\\n+\\n+ try {\\n+ return typeof raw === 'string' ? JSON.parse(raw.trim()) : JSON.parse(String(raw));\\n+ } catch {\\n+ const txt = raw.toString().trim().toLowerCase();\\n+ return txt.startsWith('pass') ? { status: 'pass' } : { status: 'fail', reason: raw as string };\\n+ }\\n+ }\\n+\\n+ /**\\n * Unified function to run an agent with streaming and handle all events including tool calls\\n */\\n*** End Patch\\nPATCH\\n\"}",{},"0cea23d4-123f-408f-a71e-6fdf250fce2a",{"_111":108,"_161":-5,"_445":10644},{"_453":45,"_454":10642},{"_482":57,"_483":484,"_451":452,"_4156":57},[10643],"I’ll patch the new method after \"runStreamed\" and before \"Unified function\". Let’s go!",{},"d2b5e858-8791-4ce2-bcc5-35bdd32a29cb",{"_111":465,"_161":494,"_445":10651},{"_453":45,"_454":10649},{},[10650],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4658, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '432,456p' magi/src/utils/runne\", \"r.ts\", \" );\", \" // No more models left. The generator will implicitly finish\", \" here.\", \" return;\", \" } else {\", \" console.log(\", \" '[Runner] Attempting fallback to next model:',\", \" selectedModel\", \" );\", \" // The while loop will continue with the new selectedModel\", \" }\", \" }\", \" } // End of while(selectedModel) loop\", \"\", \" // This point should only be reached if the initial model selection fail\", \"ed (selectedModel was null/undefined initially)\", \" console.error(\", \" '[Runner] No suitable model found to even start the run.'\", \" );\", \" yield {\", \" type: 'error',\", \" agent: agent.export(), // Agent state before attempting models\", \" error: 'No suitable initial model found for the specified criteria.'\", \",\", \" };\", \" } // End of runStreamed\", \"\", \" /**\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"7d429f\"}",{},"7d39d200-4606-40d5-ae8d-6bb03c54d710",{"_111":108,"_161":-5,"_445":10657},{"_453":473,"_228":474,"_475":-5,"_45":10656},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '432,456p' magi/src/utils/runner.ts\\n\"}",{},"9c6ee8d9-2bcf-4cfc-a1c3-e87075cecc7f",{"_111":108,"_161":-5,"_445":10664},{"_453":45,"_454":10662},{"_482":57,"_483":484,"_451":452,"_4156":57},[10663],"I'll insert the static method around line 458, opening earlier lines to make the change.",{},"19776f27-7940-42ec-96f6-5ace22c3b483",{"_111":465,"_161":494,"_445":10671},{"_453":45,"_454":10669},{},[10670],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4636, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '456,472p' magi/src/utils/runne\", \"r.ts\", \" /**\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any // Add optional communicationManager paramete\", \"r\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"31b68c\"}",{},"cd64336f-b3d0-486e-9550-41a956451791",{"_111":108,"_161":-5,"_445":10677},{"_453":473,"_228":474,"_475":-5,"_45":10676},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '456,472p' magi/src/utils/runner.ts\\n\"}",{},"9f7e22ea-7a5c-43f8-9fd9-078df3277658",{"_111":108,"_161":-5,"_445":10684},{"_453":45,"_454":10682},{"_482":57,"_483":484,"_451":452},[10683],"I'll add the `verifyRun` method above `runStreamedWithTools`.",{},"22545cac-fd10-49bf-be26-a130cfa0b4d3",{"_111":465,"_161":494,"_445":10691},{"_453":45,"_454":10689},{},[10690],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4574, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '420,472p' magi/src/utils/runne\", \"r.ts\", \" type: 'agent_status',\", \" agent_id: agent.agent_id,\", \" status: 'stream_error',\", \" meta_data: {\", \" model: selectedModel,\", \" error: error,\", \" },\", \" });\", \"\", \" if (!selectedModel) {\", \" console.error(\", \" '[Runner] All models tried or no fallbacks available. Ru\", \"n failed.'\", \" );\", \" // No more models left. The generator will implicitly finish\", \" here.\", \" return;\", \" } else {\", \" console.log(\", \" '[Runner] Attempting fallback to next model:',\", \" selectedModel\", \" );\", \" // The while loop will continue with the new selectedModel\", \" }\", \" }\", \" } // End of while(selectedModel) loop\", \"\", \" // This point should only be reached if the initial model selection fail\", \"ed (selectedModel was null/undefined initially)\", \" console.error(\", \" '[Runner] No suitable model found to even start the run.'\", \" );\", \" yield {\", \" type: 'error',\", \" agent: agent.export(), // Agent state before attempting models\", \" error: 'No suitable initial model found for the specified criteria.'\", \",\", \" };\", \" } // End of runStreamed\", \"\", \" /**\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any // Add optional communicationManager paramete\", \"r\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"3c8105\"}",{},"2739e211-5a69-4825-8fca-3eb467bb4264",{"_111":108,"_161":-5,"_445":10697},{"_453":473,"_228":474,"_475":-5,"_45":10696},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '420,472p' magi/src/utils/runner.ts\\n\"}",{},"4702bfbd-718a-49dc-a4d7-c4e988b6f279",{"_111":108,"_161":-5,"_445":10704},{"_453":45,"_454":10702},{"_482":57,"_483":484,"_451":452,"_4156":57},[10703],"I'll insert a static `verifyRun` before `runStreamedWithTools` to keep the order intact.",{},"e9a7ef23-5c9b-4069-ae9f-9b437af797a2",{"_111":465,"_161":494,"_445":10711},{"_453":45,"_454":10709},{},[10710],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4571, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"static async runStreamedWithT\", \"ools\\\" -n magi/src/utils/runner.ts\", \"459: static async runStreamedWithTools(\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"d0aaff\"}",{},"daa39218-b004-4a56-a5d6-c5f21a1f5d37",{"_111":108,"_161":-5,"_445":10717},{"_453":473,"_228":474,"_475":-5,"_45":10716},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"static async runStreamedWithTools\\\" -n magi/src/utils/runner.ts\\n\"}",{},"b4fad8a9-722e-4e47-928b-52fbc18b697c",{"_111":108,"_161":-5,"_445":10724},{"_453":45,"_454":10722},{"_482":57,"_483":484,"_451":452,"_4156":57},[10723],"I'm looking for where other static methods are defined, so I can place my new one.",{},"4e75b978-f54a-47fd-8769-afc371963ae4",{"_111":465,"_161":494,"_445":10731},{"_453":45,"_454":10729},{},[10730],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4475, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '432,516p' magi/src/utils/runne\", \"r.ts\", \" );\", \" // No more models left. The generator will implicitly finish\", \" here.\", \" return;\", \" } else {\", \" console.log(\", \" '[Runner] Attempting fallback to next model:',\", \" selectedModel\", \" );\", \" // The while loop will continue with the new selectedModel\", \" }\", \" }\", \" } // End of while(selectedModel) loop\", \"\", \" // This point should only be reached if the initial model selection fail\", \"ed (selectedModel was null/undefined initially)\", \" console.error(\", \" '[Runner] No suitable model found to even start the run.'\", \" );\", \" yield {\", \" type: 'error',\", \" agent: agent.export(), // Agent state before attempting models\", \" error: 'No suitable initial model found for the specified criteria.'\", \",\", \" };\", \" } // End of runStreamed\", \"\", \" /**\", \" * Unified function to run an agent with streaming and handle all events inc\", \"luding tool calls\", \" */\", \" static async runStreamedWithTools(\", \" agent: Agent,\", \" input?: string,\", \" conversationHistory: ResponseInput = [],\", \" handlers: ToolCallHandler = {},\", \" allowedEvents: StreamEventType[] | null = null,\", \" toolCallCount = 0, // Track the number of tool call iterations across re\", \"cursive calls\", \" communicationManager?: any // Add optional communicationManager paramete\", \"r\", \" ): Promise {\", \" let fullResponse = '';\", \" let collectedToolCalls: ToolCall[] = [];\", \" const collectedToolResults: {\", \" id?: string;\", \" call_id: string;\", \" output: string;\", \" }[] = [];\", \"\", \" try {\", \" conversationHistory = [...conversationHistory]; // Clone so that add\", \"itional messages don't affect the original\", \"\", \" const stream = this.runStreamed(agent, input, conversationHistory);\", \"\", \" // Start with initial messages - convert standard message format to\", \"responses format\", \" const messageItems: ResponseInput = [...conversationHistory];\", \"\", \" if (input) {\", \" // Add the user input message\", \" messageItems.push({\", \" type: 'message',\", \" role: 'user',\", \" content: input,\", \" });\", \" }\", \"\", \" // Use the provided communicationManager if available, otherwise get\", \" the global one\", \" const comm = communicationManager || getCommunicationManager();\", \" for await (const event of stream) {\", \" // Handle different event types\", \" const eventType = event.type as StreamEventType;\", \"\", \" // Call the event handler if provided\", \" if (\", \" allowedEvents === null ||\", \" allowedEvents.includes(eventType)\", \" ) {\", \" comm.send(event);\", \" if (handlers.onEvent) {\", \" handlers.onEvent(event);\", \" }\", \" }\", \"\", \" switch (eventType) {\", \" case 'message_delta':\", \" break;\", \"\", \" case 'message_complete': {\", \" // Accumulate the message content\", \" const message = event as MessageEvent;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"f01d11\"}",{},"b1e655fc-8746-4578-8038-c0cf08d4aa38",{"_111":108,"_161":-5,"_445":10737},{"_453":473,"_228":474,"_475":-5,"_45":10736},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '432,516p' magi/src/utils/runner.ts\\n\"}",{},"56cf6b52-77bc-4b38-8227-08aeb0983111",{"_111":108,"_161":-5,"_445":10744},{"_453":45,"_454":10742},{"_482":57,"_483":484,"_451":452,"_4156":57},[10743],"I'll add the new static method close to the earlier ones, possibly after `runStreamed`.",{},"351d73a0-3fdd-48c3-aefe-4218707b2b16",{"_111":465,"_161":494,"_445":10751},{"_453":45,"_454":10749},{},[10750],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4473, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"verifyRun\\\" -n magi/src/utils/\", \"runner.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"35a499\"}",{},"6d722764-b89e-4187-b840-025e66d4626a",{"_111":108,"_161":-5,"_445":10756},{"_453":473,"_228":474,"_475":-5,"_45":640},{"_451":500},{},"6b7f3a21-ea80-46a8-bb4a-4bc7e808cdae",{"_111":108,"_161":-5,"_445":10763},{"_453":45,"_454":10761},{"_482":57,"_483":484,"_451":452,"_4156":57},[10762],"I need to ensure proper placement for the new Agent class and check for affected functions.",{},"a03da897-fa1e-49f4-8872-bfebb950c822",{"_111":465,"_161":494,"_445":10770},{"_453":45,"_454":10768},{},[10769],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4451, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/agent.ts\", \"> @@\", \"> this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn;\", \"// No default, undefined means no limit\", \"> this.maxVerificationAttempts = definition.maxVerificationAttempts ??\", \"2;\", \"> this.processParams = definition.processParams;\", \"> this.historyThread = definition.historyThread;\", \"> this.cwd = definition.cwd; // Working directory for model providers t\", \"hat need a real shell\", \"> +\", \"> + if (definition.verifier) {\", \"> + this.verifier = new Agent({ ...definition.verifier, verifier: und\", \"efined });\", \"> + this.verifier.parent_id = this.agent_id;\", \"> + }\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/agent.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"edc378\"}",{},"0a6ab234-0e02-40a2-8f2c-3ea38307a987",{"_111":108,"_161":-5,"_445":10776},{"_453":473,"_228":474,"_475":-5,"_45":10775},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/agent.ts\\n@@\\n this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; // No default, undefined means no limit\\n this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\\n this.processParams = definition.processParams;\\n this.historyThread = definition.historyThread;\\n this.cwd = definition.cwd; // Working directory for model providers that need a real shell\\n+\\n+ if (definition.verifier) {\\n+ this.verifier = new Agent({ ...definition.verifier, verifier: undefined });\\n+ this.verifier.parent_id = this.agent_id;\\n+ }\\n*** End Patch\\nPATCH\\n\"}",{},"14d214ed-dfa7-47ac-b641-b4c023632454",{"_111":108,"_161":-5,"_445":10783},{"_453":45,"_454":10781},{"_482":57,"_483":484,"_451":452},[10782],"I'll add a new block to create the verifier.",{},"3e43ea55-3844-4bc9-bf99-ffb29e140b18",{"_111":465,"_161":494,"_445":10790},{"_453":45,"_454":10788},{},[10789],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4403, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '134,174p' magi/src/utils/agent\", \".ts\", \" this.params = definition.params;\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \"not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \"No default, undefined means no limit\", \" this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers that\", \" need a real shell\", \"\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \" this.onRequest = definition.onRequest as (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" this.onThinking = definition.onThinking;\", \" this.onResponse = definition.onResponse;\", \" this.tryDirectExecution = definition.tryDirectExecution; // Add this lin\", \"e\", \"\", \" // Configure JSON formatting if schema is provided\", \" if (this.jsonSchema) {\", \" if (!this.modelSettings) this.modelSettings = {};\", \" this.modelSettings.json_schema = this.jsonSchema;\", \" }\", \"\", \" if (definition.workers) {\", \" this.workers = definition.workers.map(\", \" (createAgentFn: WorkerFunction) => {\", \" // Call the function with no arguments or adjust based on wh\", \"at ExecutableFunction expects\", \" const agent = createAgentFn() as Agent;\", \" agent.parent_id = this.agent_id;\", \" return agent;\", \" }\", \" );\", \" this.tools = this.tools.concat(\", \" this.workers.map((worker: Agent) => worker.asTool())\", \" );\", \" }\", \" }\", \"\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e8a6e0\"}",{},"b8c8ee39-436c-473b-ba78-c8a4af40890c",{"_111":108,"_161":-5,"_445":10796},{"_453":473,"_228":474,"_475":-5,"_45":10795},{"_451":472},"{\"session_name\":\"shell\",\"chars\":\"sed -n '134,174p' magi/src/utils/agent.ts\\n\"}",{},"d49a5652-6f92-4fb0-b766-f00d99a3bdde",{"_111":108,"_161":-5,"_445":10803},{"_453":45,"_454":10801},{"_482":57,"_483":484,"_451":452},[10802],"I'll add the `this.verifier` line after setting `this.maxVerificationAttempts`.",{},"87aeeb22-f43e-440f-9eba-7a7883285440",{"_111":465,"_161":494,"_445":10810},{"_453":45,"_454":10808},{},[10809],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4384, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/agent.ts\", \"> @@\", \"> this.modelSettings = definition.modelSettings || {};\", \"> this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10\", \"if not specified\", \"> this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn;\", \"// No default, undefined means no limit\", \"> + this.maxVerificationAttempts = definition.maxVerificationAttempts ??\", \"2;\", \"> this.processParams = definition.processParams;\", \"> this.historyThread = definition.historyThread;\", \"> this.cwd = definition.cwd; // Working directory for model providers t\", \"hat need a real shell\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/agent.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"4ad9bc\"}",{},"c141ec67-7367-415f-a2cc-12dfdd9b2d75",{"_111":108,"_161":-5,"_445":10816},{"_453":473,"_228":474,"_475":-5,"_45":10815},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/agent.ts\\n@@\\n this.modelSettings = definition.modelSettings || {};\\n this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if not specified\\n this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; // No default, undefined means no limit\\n+ this.maxVerificationAttempts = definition.maxVerificationAttempts ?? 2;\\n this.processParams = definition.processParams;\\n this.historyThread = definition.historyThread;\\n this.cwd = definition.cwd; // Working directory for model providers that need a real shell\\n*** End Patch\\nPATCH\\n\"}",{},"fb8b34d0-0ddb-4a3d-a780-20d64886d373",{"_111":108,"_161":-5,"_445":10823},{"_453":45,"_454":10821},{"_482":57,"_483":484,"_451":452,"_4156":57},[10822],"I’ll add the new fields at the right places, specifically after maxToolCallRoundsPerTurn.",{},"3d7c3900-a3bd-4c69-ac50-decbc07e5d2a",{"_111":465,"_161":494,"_445":10830},{"_453":45,"_454":10828},{},[10829],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4315, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '118,178p' magi/src/utils/agent\", \".ts\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \" constructor(definition: AgentDefinition) {\", \" this.agent_id = definition.agent_id || uuid();\", \" this.name = definition.name.replaceAll(' ', '_');\", \" this.description = definition.description;\", \" this.instructions = definition.instructions;\", \" this.tools = definition.tools || [];\", \"\", \" // Ensure agent-specific tools are attached once ID is assigned\", \" this.model = definition.model;\", \" this.modelClass = definition.modelClass;\", \" this.jsonSchema = definition.jsonSchema;\", \" this.params = definition.params;\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \"not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \"No default, undefined means no limit\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers that\", \" need a real shell\", \"\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \" this.onRequest = definition.onRequest as (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" this.onThinking = definition.onThinking;\", \" this.onResponse = definition.onResponse;\", \" this.tryDirectExecution = definition.tryDirectExecution; // Add this lin\", \"e\", \"\", \" // Configure JSON formatting if schema is provided\", \" if (this.jsonSchema) {\", \" if (!this.modelSettings) this.modelSettings = {};\", \" this.modelSettings.json_schema = this.jsonSchema;\", \" }\", \"\", \" if (definition.workers) {\", \" this.workers = definition.workers.map(\", \" (createAgentFn: WorkerFunction) => {\", \" // Call the function with no arguments or adjust based on wh\", \"at ExecutableFunction expects\", \" const agent = createAgentFn() as Agent;\", \" agent.parent_id = this.agent_id;\", \" return agent;\", \" }\", \" );\", \" this.tools = this.tools.concat(\", \" this.workers.map((worker: Agent) => worker.asTool())\", \" );\", \" }\", \" }\", \"\", \" /**\", \" * Create a tool from this agent that can be used by other agents\", \" */\", \" asTool(): ToolFunction {\", \" let description = `An agent called ${this.name}.\\\\n\\\\n${this.description}`\", \";\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"168e68\"}",{},"a3aeb31f-ba3f-4843-a1e6-626e1de09286",{"_111":108,"_161":-5,"_445":10836},{"_453":473,"_228":474,"_475":-5,"_45":10835},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '118,178p' magi/src/utils/agent.ts\\n\"}",{},"bca98c93-f77b-40d4-86cb-415e4d08436d",{"_111":108,"_161":-5,"_445":10843},{"_453":45,"_454":10841},{"_482":57,"_483":484,"_451":452,"_4156":57},[10842],"I'll adjust the constructor to set max attempts and handle verifier loops. Patching now.",{},"0c256d6a-5ec2-44e2-8a27-b378f778c006",{"_111":465,"_161":494,"_445":10850},{"_453":45,"_454":10848},{},[10849],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4300, \"output\": [\"root@7692afb09b28:/workspace/magi-system# apply_patch<<'PATCH'\", \"> *** Begin Patch\", \"> *** Update File: magi/src/utils/agent.ts\", \"> @@\", \"> intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \"> maxToolCalls: number;\", \"> maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds\", \"per turn\", \"> + verifier?: Agent;\", \"> + maxVerificationAttempts: number;\", \"> args: any;\", \"> *** End Patch\", \"> PATCH\", \"Success. Updated the following files:\", \"M magi/src/utils/agent.ts\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"5aee27\"}",{},"f73a7162-9ebc-49e3-b3c6-928f3e1a2efb",{"_111":108,"_161":-5,"_445":10856},{"_453":473,"_228":474,"_475":-5,"_45":10855},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"apply_patch<<'PATCH'\\n*** Begin Patch\\n*** Update File: magi/src/utils/agent.ts\\n@@\\n intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\\n maxToolCalls: number;\\n maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per turn\\n+ verifier?: Agent;\\n+ maxVerificationAttempts: number;\\n args: any;\\n*** End Patch\\nPATCH\\n\"}",{},"69850796-4f2a-44a6-b2f0-fc3bd6b817e8",{"_111":108,"_161":-5,"_445":10863},{"_453":45,"_454":10861},{"_482":57,"_483":484,"_451":452,"_4156":57},[10862],"I'll add 'verifier?: Agent' and 'maxVerificationAttempts: number' to the class properties.",{},"3a01fa60-bbf2-4919-a77b-601b81b18da3",{"_111":465,"_161":494,"_445":10870},{"_453":45,"_454":10868},{},[10869],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4230, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '148,208p' magi/src/utils/agent\", \".ts\", \" this.onResponse = definition.onResponse;\", \" this.tryDirectExecution = definition.tryDirectExecution; // Add this lin\", \"e\", \"\", \" // Configure JSON formatting if schema is provided\", \" if (this.jsonSchema) {\", \" if (!this.modelSettings) this.modelSettings = {};\", \" this.modelSettings.json_schema = this.jsonSchema;\", \" }\", \"\", \" if (definition.workers) {\", \" this.workers = definition.workers.map(\", \" (createAgentFn: WorkerFunction) => {\", \" // Call the function with no arguments or adjust based on wh\", \"at ExecutableFunction expects\", \" const agent = createAgentFn() as Agent;\", \" agent.parent_id = this.agent_id;\", \" return agent;\", \" }\", \" );\", \" this.tools = this.tools.concat(\", \" this.workers.map((worker: Agent) => worker.asTool())\", \" );\", \" }\", \" }\", \"\", \" /**\", \" * Create a tool from this agent that can be used by other agents\", \" */\", \" asTool(): ToolFunction {\", \" let description = `An agent called ${this.name}.\\\\n\\\\n${this.description}`\", \";\", \" if (this.tools) {\", \" description += `\\\\n\\\\n${this.name} has access to the following tools:\\\\\", \"n`;\", \" this.tools.forEach(tool => {\", \" description += `- ${tool.definition.function.name}\\\\n`;\", \" });\", \" description +=\", \" '\\\\nUse this as a guide when to call the agent, but let the agent\", \" decide which tools to use.';\", \" }\", \" return createToolFunction(\", \" async (...args: any[]) => {\", \" // Create a copy of the agent for this particular tool run with\", \"a unique ID\", \" const agent = cloneAgent(this);\", \" agent.agent_id = uuid();\", \"\", \" if (agent.processParams) {\", \" let paramsObj: Record;\", \"\", \" // Handle single object argument vs positional arguments\", \" if (\", \" args.length === 1 &&\", \" typeof args[0] === 'object' &&\", \" args[0] !== null\", \" ) {\", \" // Already using named parameters\", \" paramsObj = args[0] as Record;\", \" } else {\", \" // Convert positional arguments to named parameters base\", \"d on agent.params keys\", \" paramsObj = {};\", \" const paramKeys = Object.keys(agent.params || {});\", \" paramKeys.forEach((key, idx) => {\", \" if (idx < args.length) paramsObj[key] = args[idx];\", \" });\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"b5d42e\"}",{},"ff3a247a-6491-4af5-982f-92b044ad04f0",{"_111":108,"_161":-5,"_445":10876},{"_453":473,"_228":474,"_475":-5,"_45":10875},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '148,208p' magi/src/utils/agent.ts\\n\"}",{},"4dbf5b37-8d34-4cb0-a73f-0b274e900403",{"_111":465,"_161":494,"_445":10883},{"_453":45,"_454":10881},{},[10882],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4176, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '100,148p' magi/src/utils/agent\", \".ts\", \" params: Record\", \" ) => Promise<{\", \" prompt: string;\", \" intelligence?: 'low' | 'standard' | 'high';\", \" }>;\", \"\", \" // Event handlers for tool calls and results\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \" onToolResult?: (toolCall: ToolCall, result: string) => Promise;\", \"\", \" // Event handlers for request and response\", \" onRequest?: (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" onResponse?: (message: ResponseOutputMessage) => Promise;\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \" constructor(definition: AgentDefinition) {\", \" this.agent_id = definition.agent_id || uuid();\", \" this.name = definition.name.replaceAll(' ', '_');\", \" this.description = definition.description;\", \" this.instructions = definition.instructions;\", \" this.tools = definition.tools || [];\", \"\", \" // Ensure agent-specific tools are attached once ID is assigned\", \" this.model = definition.model;\", \" this.modelClass = definition.modelClass;\", \" this.jsonSchema = definition.jsonSchema;\", \" this.params = definition.params;\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \"not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \"No default, undefined means no limit\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers that\", \" need a real shell\", \"\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \" this.onRequest = definition.onRequest as (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" this.onThinking = definition.onThinking;\", \" this.onResponse = definition.onResponse;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"bf4a60\"}",{},"b3bb2100-0cea-4293-8ebd-0e8830ecb9e5",{"_111":108,"_161":-5,"_445":10889},{"_453":473,"_228":474,"_475":-5,"_45":10888},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '100,148p' magi/src/utils/agent.ts\\n\"}",{},"09958f70-2e46-41b5-aab2-9c4a84ee1ffd",{"_111":108,"_161":-5,"_445":10896},{"_453":45,"_454":10894},{"_482":57,"_483":484,"_451":452,"_4156":57},[10895],"I'm scrolling further to check out the property definitions.",{},"66295eb3-2348-4cf8-a539-d87ec4010ac2",{"_111":465,"_161":494,"_445":10903},{"_453":45,"_454":10901},{},[10902],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4131, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '60,100p' magi/src/utils/agent.\", \"ts\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = { ...value };\", \" } else {\", \" // Copy primitive\", \" // eslint-disable-next-line @typescript-eslint/ban-ts-comment\", \" // @ts-ignore\", \" copy[key] = value;\", \" }\", \" });\", \"\", \" return copy;\", \"}\", \"\", \"/**\", \" * Agent class representing an LLM agent with tools\", \" */\", \"export class Agent implements AgentInterface {\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: Agent[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \" maxToolCalls: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" args: any;\", \" jsonSchema?: object; // JSON schema for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for the agent (used by model providers th\", \"at need a real shell)\", \"\", \" // Optional callback to preprocess parameters before runAgentTool\", \" params?: ToolParameterMap; // Map of parameter names to their definitions\", \" processParams?: (\", \" agent: AgentInterface,\", \" params: Record\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"ab2195\"}",{},"14492a7f-90c2-46e2-a011-34e80735f63a",{"_111":108,"_161":-5,"_445":10909},{"_453":473,"_228":474,"_475":-5,"_45":10908},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '60,100p' magi/src/utils/agent.ts\\n\"}",{},"fa73f8f9-8a39-4b12-a9b5-697f9c694b99",{"_111":108,"_161":-5,"_445":10916},{"_453":45,"_454":10914},{"_482":57,"_483":484,"_451":452,"_4156":57},[10915],"I’ll inspect the top of the file around line 78 to add the new properties.",{},"fda33672-c978-4698-8dda-9383c7578a98",{"_111":465,"_161":494,"_445":10923},{"_453":45,"_454":10921},{},[10922],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4057, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '116,180p' magi/src/utils/agent\", \".ts\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \" constructor(definition: AgentDefinition) {\", \" this.agent_id = definition.agent_id || uuid();\", \" this.name = definition.name.replaceAll(' ', '_');\", \" this.description = definition.description;\", \" this.instructions = definition.instructions;\", \" this.tools = definition.tools || [];\", \"\", \" // Ensure agent-specific tools are attached once ID is assigned\", \" this.model = definition.model;\", \" this.modelClass = definition.modelClass;\", \" this.jsonSchema = definition.jsonSchema;\", \" this.params = definition.params;\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \"not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \"No default, undefined means no limit\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers that\", \" need a real shell\", \"\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \" this.onRequest = definition.onRequest as (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" this.onThinking = definition.onThinking;\", \" this.onResponse = definition.onResponse;\", \" this.tryDirectExecution = definition.tryDirectExecution; // Add this lin\", \"e\", \"\", \" // Configure JSON formatting if schema is provided\", \" if (this.jsonSchema) {\", \" if (!this.modelSettings) this.modelSettings = {};\", \" this.modelSettings.json_schema = this.jsonSchema;\", \" }\", \"\", \" if (definition.workers) {\", \" this.workers = definition.workers.map(\", \" (createAgentFn: WorkerFunction) => {\", \" // Call the function with no arguments or adjust based on wh\", \"at ExecutableFunction expects\", \" const agent = createAgentFn() as Agent;\", \" agent.parent_id = this.agent_id;\", \" return agent;\", \" }\", \" );\", \" this.tools = this.tools.concat(\", \" this.workers.map((worker: Agent) => worker.asTool())\", \" );\", \" }\", \" }\", \"\", \" /**\", \" * Create a tool from this agent that can be used by other agents\", \" */\", \" asTool(): ToolFunction {\", \" let description = `An agent called ${this.name}.\\\\n\\\\n${this.description}`\", \";\", \" if (this.tools) {\", \" description += `\\\\n\\\\n${this.name} has access to the following tools:\\\\\", \"n`;\", \" this.tools.forEach(tool => {\", \" description += `- ${tool.definition.function.name}\\\\n`;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"86cba3\"}",{},"9e986a3f-8b29-432f-bde1-5292a1e72a16",{"_111":108,"_161":-5,"_445":10929},{"_453":473,"_228":474,"_475":-5,"_45":10928},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '116,180p' magi/src/utils/agent.ts\\n\"}",{},"b85b4be5-a770-4b4c-832f-d53fdaff063a",{"_111":108,"_161":-5,"_445":10936},{"_453":45,"_454":10934},{"_482":57,"_483":484,"_451":452,"_4156":57},[10935],"I’ll update the constructor on line 121 to set maxVerificationAttempts and include the verifier agent.",{},"4a8b3549-cf77-448c-b073-c8245df9a971",{"_111":465,"_161":494,"_445":10943},{"_453":45,"_454":10941},{},[10942],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 4054, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"constructor(\\\" -n magi/src/uti\", \"ls/agent.ts\", \"121: constructor(definition: AgentDefinition) {\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a54f41\"}",{},"177c280f-f55a-4713-b149-c129a515e578",{"_111":108,"_161":-5,"_445":10949},{"_453":473,"_228":474,"_475":-5,"_45":10948},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"constructor(\\\" -n magi/src/utils/agent.ts\\n\"}",{},"29b87f46-8add-42d6-956b-1d6b7ceb3f98",{"_111":108,"_161":-5,"_445":10956},{"_453":45,"_454":10954},{"_482":57,"_483":484,"_451":452,"_4156":57},[10955],"I’ll update the constructor to include a new field and check lines after 228.",{},"49ce1fdc-105a-43ba-968d-c8b665d7289b",{"_111":465,"_161":494,"_445":10963},{"_453":45,"_454":10961},{},[10962],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3944, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '132,228p' magi/src/utils/agent\", \".ts\", \" this.params = definition.params;\", \" this.modelSettings = definition.modelSettings || {};\", \" this.maxToolCalls = definition.maxToolCalls || 200; // Default to 10 if\", \"not specified\", \" this.maxToolCallRoundsPerTurn = definition.maxToolCallRoundsPerTurn; //\", \"No default, undefined means no limit\", \" this.processParams = definition.processParams;\", \" this.historyThread = definition.historyThread;\", \" this.cwd = definition.cwd; // Working directory for model providers that\", \" need a real shell\", \"\", \" this.onToolCall = definition.onToolCall;\", \" this.onToolResult = definition.onToolResult;\", \" // Assert the type to match the class property\", \" this.onRequest = definition.onRequest as (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" this.onThinking = definition.onThinking;\", \" this.onResponse = definition.onResponse;\", \" this.tryDirectExecution = definition.tryDirectExecution; // Add this lin\", \"e\", \"\", \" // Configure JSON formatting if schema is provided\", \" if (this.jsonSchema) {\", \" if (!this.modelSettings) this.modelSettings = {};\", \" this.modelSettings.json_schema = this.jsonSchema;\", \" }\", \"\", \" if (definition.workers) {\", \" this.workers = definition.workers.map(\", \" (createAgentFn: WorkerFunction) => {\", \" // Call the function with no arguments or adjust based on wh\", \"at ExecutableFunction expects\", \" const agent = createAgentFn() as Agent;\", \" agent.parent_id = this.agent_id;\", \" return agent;\", \" }\", \" );\", \" this.tools = this.tools.concat(\", \" this.workers.map((worker: Agent) => worker.asTool())\", \" );\", \" }\", \" }\", \"\", \" /**\", \" * Create a tool from this agent that can be used by other agents\", \" */\", \" asTool(): ToolFunction {\", \" let description = `An agent called ${this.name}.\\\\n\\\\n${this.description}`\", \";\", \" if (this.tools) {\", \" description += `\\\\n\\\\n${this.name} has access to the following tools:\\\\\", \"n`;\", \" this.tools.forEach(tool => {\", \" description += `- ${tool.definition.function.name}\\\\n`;\", \" });\", \" description +=\", \" '\\\\nUse this as a guide when to call the agent, but let the agent\", \" decide which tools to use.';\", \" }\", \" return createToolFunction(\", \" async (...args: any[]) => {\", \" // Create a copy of the agent for this particular tool run with\", \"a unique ID\", \" const agent = cloneAgent(this);\", \" agent.agent_id = uuid();\", \"\", \" if (agent.processParams) {\", \" let paramsObj: Record;\", \"\", \" // Handle single object argument vs positional arguments\", \" if (\", \" args.length === 1 &&\", \" typeof args[0] === 'object' &&\", \" args[0] !== null\", \" ) {\", \" // Already using named parameters\", \" paramsObj = args[0] as Record;\", \" } else {\", \" // Convert positional arguments to named parameters base\", \"d on agent.params keys\", \" paramsObj = {};\", \" const paramKeys = Object.keys(agent.params || {});\", \" paramKeys.forEach((key, idx) => {\", \" if (idx < args.length) paramsObj[key] = args[idx];\", \" });\", \" }\", \"\", \" const { prompt, intelligence } = await agent.processParams(\", \" agent,\", \" paramsObj\", \" );\", \" return runAgentTool(agent, prompt, intelligence);\", \" }\", \"\", \" // If we have standard positional arguments, convert them to a p\", \"arameters object\", \" let task: string = typeof args[0] === 'string' ? args[0] : '';\", \" let context: string | undefined =\", \" typeof args[1] === 'string' ? args[1] : undefined;\", \" let warnings: string | undefined =\", \" typeof args[2] === 'string' ? args[2] : undefined;\", \" let goal: string | undefined =\", \" typeof args[3] === 'string' ? args[3] : undefined;\", \" let intelligence: ('low' | 'standard' | 'high') | undefined =\", \" args[4] as any;\", \"\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"e5a0dc\"}",{},"1f72183b-dced-43ce-8e7d-b8f347673fe5",{"_111":108,"_161":-5,"_445":10969},{"_453":473,"_228":474,"_475":-5,"_45":10968},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '132,228p' magi/src/utils/agent.ts\\n\"}",{},"85463fc4-c0a0-434b-9032-f558bb5d3a4f",{"_111":465,"_161":494,"_445":10976},{"_453":45,"_454":10974},{},[10975],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3885, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '78,132p' magi/src/utils/agent.\", \"ts\", \" agent_id: string;\", \" name: string;\", \" description: string;\", \" instructions: string;\", \" parent_id?: string;\", \" workers?: Agent[];\", \" tools?: ToolFunction[];\", \" model?: string;\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" intelligence?: 'low' | 'standard' | 'high'; // Used to select the model\", \" maxToolCalls: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" args: any;\", \" jsonSchema?: object; // JSON schema for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for the agent (used by model providers th\", \"at need a real shell)\", \"\", \" // Optional callback to preprocess parameters before runAgentTool\", \" params?: ToolParameterMap; // Map of parameter names to their definitions\", \" processParams?: (\", \" agent: AgentInterface,\", \" params: Record\", \" ) => Promise<{\", \" prompt: string;\", \" intelligence?: 'low' | 'standard' | 'high';\", \" }>;\", \"\", \" // Event handlers for tool calls and results\", \" onToolCall?: (toolCall: ToolCall) => Promise;\", \" onToolResult?: (toolCall: ToolCall, result: string) => Promise;\", \"\", \" // Event handlers for request and response\", \" onRequest?: (\", \" agent: Agent,\", \" messages: ResponseInput\", \" ) => Promise<[Agent, ResponseInput]>;\", \" onResponse?: (message: ResponseOutputMessage) => Promise;\", \" onThinking?: (message: ResponseThinkingMessage) => Promise;\", \" tryDirectExecution?: (\", \" messages: ResponseInput\", \" ) => Promise; // Add this line\", \"\", \" constructor(definition: AgentDefinition) {\", \" this.agent_id = definition.agent_id || uuid();\", \" this.name = definition.name.replaceAll(' ', '_');\", \" this.description = definition.description;\", \" this.instructions = definition.instructions;\", \" this.tools = definition.tools || [];\", \"\", \" // Ensure agent-specific tools are attached once ID is assigned\", \" this.model = definition.model;\", \" this.modelClass = definition.modelClass;\", \" this.jsonSchema = definition.jsonSchema;\", \" this.params = definition.params;\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"a1a824\"}",{},"14777d86-8a6a-4f4d-9dd7-254b00bfd055",{"_111":108,"_161":-5,"_445":10982},{"_453":473,"_228":474,"_475":-5,"_45":10981},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"sed -n '78,132p' magi/src/utils/agent.ts\\n\"}",{},"5a3285c0-c452-4341-acae-3706c22424f4",{"_111":108,"_161":-5,"_445":10989},{"_453":45,"_454":10987},{"_482":57,"_483":484,"_451":452,"_4156":57},[10988],"I'll revisit agent.ts, focusing near the constructor to make the necessary fix.",{},"bc3508b5-1e77-4cdc-944d-d9ff3f9d4c5d",{"_111":465,"_161":494,"_445":10996},{"_453":45,"_454":10994},{},[10995],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3883, \"output\": [\"root@7692afb09b28:/workspace/magi-system# grep -n \\\"maxVerificationAttempts\\\" -r m\", \"agi/src/utils | head\", \"root@7692afb09b28:/workspace/magi-system#\"], \"num_elided_lines\": 0, \"chunk_id\": \"6c774a\"}",{},"510952c4-1b0d-4ca0-bde3-7a802f4dc8be",{"_111":108,"_161":-5,"_445":11002},{"_453":473,"_228":474,"_475":-5,"_45":11001},{"_451":500},"{\"session_name\":\"shell\",\"chars\":\"grep -n \\\"maxVerificationAttempts\\\" -r magi/src/utils | head\\n\"}",{},"cb4495f6-217b-4e98-b782-7936871d7fb4",{"_111":108,"_161":-5,"_445":11009},{"_453":45,"_454":11007},{"_482":57,"_483":484,"_451":452,"_4156":57},[11008],"I'll check if 'common/shared-types.ts' exports to 'magi/src/types/shared-types.ts'. Then, I'll update the agent constructor.",{},"64a00d8f-6c18-47f1-81ab-1f94ce4daee6",{"_111":465,"_161":494,"_445":11016},{"_453":45,"_454":11014},{},[11015],"{\"type\": \"terminal_output\", \"session_name\": \"shell\", \"start_line_no\": 3858, \"output\": [\"root@7692afb09b28:/workspace/magi-system# sed -n '160,180p' common/shared-types.\", \"ts\", \" modelClass?: ModelClassID;\", \" modelSettings?: ModelSettings;\", \" maxToolCalls?: number;\", \" maxToolCallRoundsPerTurn?: number; // Maximum number of tool call rounds per\", \" turn\", \" verifier?: AgentDefinition;\", \" maxVerificationAttempts?: number;\", \" jsonSchema?: object; // JSON schema definition for structured output\", \" historyThread?: ResponseInput | undefined;\", \" cwd?: string; // Working directory for model providers that need a real shel\", \"l context\", \"\", \" onToolCall?: (toolCall: ToolCall) => Promise