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Also ignore local .codex metadata directories to prevent\\naccidental commits from environment setup steps.\\n\\nFixes #N/A\"'","commandActions",[479,480],"cwd","/workspace/volcano","durationMs",51,"exitCode","processId","8566","source","agent","commandExecution",{"_465":483,"_93":482},{"_465":481,"_93":482},"git commit -m 'docs: clarify PR follow-up workflow for agents' -m \"Add a short follow-up workflow section to AGENTS.md so Codex-style\\\\ncomment triggers are handled consistently with current CI and review\\\\ncontext. Also ignore local .codex metadata directories to prevent\\\\naccidental commits from environment setup steps.\\\\n\\\\nFixes #N/A\"","unknown","git add AGENTS.md .gitignore",{"_408":485,"_400":401,"_410":84},{"_463":-5,"_465":466,"_467":486,"_469":470,"_471":-5,"_473":-5,"_42":458,"_474":475,"_476":477,"_405":487,"_93":478},[488,489],"inProgress",{"_465":483,"_93":482},{"_465":481,"_93":482},{"_408":491,"_400":401,"_410":84},{"_447":492,"_438":458,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"git add AGENTS.md .gitignore && git commit -m \\\"docs: clarify PR follow-up workflow for agents\\\" -m \\\"Add a short follow-up workflow section to AGENTS.md so Codex-style\\\\ncomment triggers are handled consistently with current CI and review\\\\ncontext. Also ignore local .codex metadata directories to prevent\\\\naccidental commits from environment setup steps.\\\\n\\\\nFixes #N/A\\\"\"}","exec_command",{"_408":495,"_400":401,"_410":84},{"_411":-5,"_430":496,"_42":497,"_414":-5,"_433":498,"_93":435},"gAAAAABplzFowfYnNxd5QQKQXyLGzdlsHH5Vq4IakBbf8bm38fN3-ttOC8nFiMsYfZEmjeMLnRr22leIDHd1hN4gTmcTboZBP984Sju1j26v2SGzjNX5pEZvB-o8ChVprO-cYofAUmyJ8QQDCfeIwihbC_2EPpJXpo_EY9PMdCFJTycqqk7jHgLzRXTa39sbn26MGoYypJf99OCF1xkpcdyccesep8l3km2qNbTkhi4noPk7NLQV72T-MQSB0DvcOO9b_-PdBCDEvwVBaqKxAKV7XwizjCwwCdI2ctJL5ShdtcarCOXCoviz6Rh2u7fLLGGZaW0Iovr9wMIsctvjxqH1Er2c1dSGYSVM7Kk_QCzmXb32JAfzN1MU-YTazIvk4DfurFW9TvoEi3B4yGxqOHTlAhkEwjMkA1Pz_1v47TN99svM_VrHGAKiutAwOF5bdOoboLpzb6kEwcNellm_UqSB3_LN4WrhQuCWaYlrLoPF2LHeAMJfZpXdDiaehaePjdWC7An_b5uMLFiZyunzUiNtowTYbqT4qRkD3TSxWhmuRizbBKCV4xsO2cDiiOlMXchOoEHHFjHY01q8DBRJb3mVHEy-bA0pkY3BydQ8JjeFo05NRWiKMbeH7rZZPTcjVopSTbHO4SImwFwzhv_SIMeq10cGP-iWqLtZ2di_tDyA01kizq6zBJWm8RAIsx9ErY_R9poz4Ylhw2V8BoZqaqupaSz9ZGtb4tXSigyBLXPR3xj7Fd9f0ufLJmFf8nPQEADUHT7G37HnqaAl-6PRK8hABJBkpU6mTBwME9Xbpf8VTKYKLH_lWiR1vYaL3_-EwR2sMSomI8V7RYJkGIC2hqyDjXB-XKbpkjGQf8qWS0EOw_PdCl8k7f9rFKN02ftGGcDzAleFOLq6j_sI4vujGBL3IQkw4pvoOO53fiT2FYvHrcAOkhBF7k7U734pj0oGj1BpdZ4NDxS4RxocatyVphd0Pf6lqUNUkOjuEUcvjkfn_Ey8p5EdbST48KXOj-mB1OZ3SlvrfcYOUpGPqJNZJK22WQkpLpjqXFFTNsQdt2dihlMDh_Y_j0LxzTk_gfnT0T4izyEAahTE5DdI6eZH3TxfFKLzaRes0IY4D-HF3rVsWBTFYrV-csuKcwO3cy5fEsIF0jQc8JIkL5cY8lgmo6JldSs6PzW3EtJ1aST8Dj3YJVsIrVdehQm466OTm6V38J9b_w_IFVky7Eg5QhYoN4xY332KYdMRgNmkGtF1ME_KxDZLe4W9phyLTdiGOR03rYh0h3dnSqFORvjvd1CBNNX5_8uHMI-jrwYTP9Ka6nL4lZxNrS6rZRCoxAB_hl1Rn_3JdMtDfD_FaxWFmXyfXcG2ysVkgQETtaQp6UV_AECk1Fdpow7K84xXdxV3m4L_7n-z0hg3PM1e6cTEQeM9L6ox7Jcw-87WXG-dI9sI2P_kmuutbQH2Um7P5KDqn4vokOJRUvGaBc1x5VBY36_50RSgkjdxPdzJj0y4EX4noaSZmbm17eR-c_TC50Z7uPi46oM-jlIgHWGfqoKRynWyOnYMQi4zzVexHffOC_6C9VLyxniakzHd6-qcZQFOlIizn-ULayZwIAa74AC6FmIRgWGk3s3sFClH4XAOsTK1pok29d5def43U1m2IdYgL6Ual48vs-e_AMlXB6rHUX75KHGAF5iKqDJYbe9PZbdPa2j9ks91LntmFRkCIYlVqwDIcRRFJIDqiWXv5g4iNZC0SlxgELeTu8DcNzslm2HluHGci65Jqe_b5QTdg7aYNBTnjGpbhZ39FVtF5bxgzt-RKIJj0vQyEpiT7A==","legacy_responseItem_reasoning_11",[],{"_408":500,"_400":401,"_410":84},{"_438":501,"_42":-5,"_414":-5,"_440":502,"_93":442},"call_WEuYp0QClqfFOjjFfR6iU6bB",{"_296":503,"_444":-5},"Chunk ID: fe3b25\nWall time: 0.0512 seconds\nProcess exited with code 0\nOriginal token count: 148\nOutput:\n 124\t# This file used by some vendor repos (e.g. github.com/go-openapi/...) to store secret variables and should not be ignored\n 125\t!\\.drone\\.sec\n 126\t\n 127\t/bazel-*\n 128\t*.pyc\n 129\t\n 130\t# e2e log files\n 131\tvolcano-e2e-logs/\n 132\t*.log\n 133\t\n 134\t# test coverage file\n 135\tcoverage.txt\n 136\tcoverprofile.out*\n 137\t\n 138\t# go vendor directory\n 139\tvendor\n 140\t\n 141\t# helm dependency files\n 142\tinstaller/helm/chart/volcano/requirements.lock\n 143\t\n 144\t.sisyphus/\n 145\t.sisyphus/*\n 146\t\n 147\t# Codex local environment metadata\n 148\t.codex/\n",{"_408":505,"_400":401,"_410":84},{"_463":506,"_465":507,"_467":508,"_469":470,"_471":472,"_473":32,"_42":501,"_474":509,"_476":477,"_405":114,"_93":478}," 124\t# This file used by some vendor repos (e.g. github.com/go-openapi/...) to store secret variables and should not be ignored\n 125\t!\\.drone\\.sec\n 126\t\n 127\t/bazel-*\n 128\t*.pyc\n 129\t\n 130\t# e2e log files\n 131\tvolcano-e2e-logs/\n 132\t*.log\n 133\t\n 134\t# test coverage file\n 135\tcoverage.txt\n 136\tcoverprofile.out*\n 137\t\n 138\t# go vendor directory\n 139\tvendor\n 140\t\n 141\t# helm dependency files\n 142\tinstaller/helm/chart/volcano/requirements.lock\n 143\t\n 144\t.sisyphus/\n 145\t.sisyphus/*\n 146\t\n 147\t# Codex local environment metadata\n 148\t.codex/\n","/bin/bash -lc 'nl -ba .gitignore | tail -n 25'",[510],"74122",{"_465":511,"_168":512,"_158":512,"_93":513},"nl -ba .gitignore",".gitignore","read",{"_408":515,"_400":401,"_410":84},{"_463":-5,"_465":507,"_467":516,"_469":470,"_471":-5,"_473":-5,"_42":501,"_474":509,"_476":477,"_405":487,"_93":478},[517],{"_465":511,"_168":512,"_158":512,"_93":513},{"_408":519,"_400":401,"_410":84},{"_447":520,"_438":501,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"nl -ba .gitignore | tail -n 25\"}",{"_408":522,"_400":401,"_410":84},{"_438":523,"_42":-5,"_414":-5,"_440":524,"_93":442},"call_AwtPDK8DfEPVtGCVkIQ5tgV1",{"_296":525,"_444":-5},"Chunk ID: 24e0ba\nWall time: 0.0514 seconds\nProcess exited with code 0\nOriginal token count: 486\nOutput:\n 373\t- `depguard` - Dependency restrictions (no `k8s.io/klog` v1, no `io/ioutil`)\n 374\t- `whitespace` - Formatting\n 375\t\n 376\t**Deprecated packages to avoid:**\n 377\t- `k8s.io/klog` → use `k8s.io/klog/v2`\n 378\t- `io/ioutil` → use `io` and `os` packages (Go 1.16+)\n 379\t\n 380\t## Key Directories\n 381\t\n 382\t- `cmd/` - Main applications (scheduler, agent-scheduler, controller-manager, webhook-manager, agent, cli)\n 383\t- `pkg/scheduler/` - Batch scheduler (job/podgroup-level scheduling)\n 384\t- `pkg/agentscheduler/` - Agent scheduler (pod-level scheduling, sharding)\n 385\t- `pkg/agent/` - Agent node daemon (QoS, oversubscription, eviction)\n 386\t- `pkg/controllers/` - Controllers\n 387\t- `pkg/webhooks/` - Webhooks\n 388\t- `test/e2e/` - End-to-end tests\n 389\t- `hack/` - Build and development scripts\n 390\t- `installer/` - Deployment manifests and Dockerfiles\n 391\t- `config/` - CRD definitions\n 392\t- `staging/src/volcano.sh/apis/` - API definitions (local development)\n 393\t\n 394\t## Additional Resources\n 395\t\n 396\t- [Contributing Guide](contribute.md)\n 397\t- [Development Setup](docs/development/prepare-for-development.md)\n 398\t- [Build Instructions](docs/development/development.md)\n 399\t\n 400\t## Pull Request Follow-Up Workflow\n 401\t\n 402\tWhen a pull request comment mentions an AI coding agent for follow-up work,\n 403\tuse this lightweight workflow:\n 404\t\n 405\t1. Read the trigger comment first and identify the concrete request.\n 406\t2. Review newer review comments and CI status to avoid repeating stale fixes.\n 407\t3. Make only incremental changes on top of the PR branch.\n 408\t4. Validate the changed scope with targeted commands before posting updates.\n 409\t5. Summarize the change with clear verification results and next steps.\n 410\t\n 411\tThis keeps follow-up iterations small, reviewable, and directly tied to the\n 412\tlatest reviewer feedback.\n",{"_408":527,"_400":401,"_410":84},{"_463":528,"_465":529,"_467":530,"_469":470,"_471":472,"_473":32,"_42":523,"_474":531,"_476":477,"_405":114,"_93":478}," 373\t- `depguard` - Dependency restrictions (no `k8s.io/klog` v1, no `io/ioutil`)\n 374\t- `whitespace` - Formatting\n 375\t\n 376\t**Deprecated packages to avoid:**\n 377\t- `k8s.io/klog` → use `k8s.io/klog/v2`\n 378\t- `io/ioutil` → use `io` and `os` packages (Go 1.16+)\n 379\t\n 380\t## Key Directories\n 381\t\n 382\t- `cmd/` - Main applications (scheduler, agent-scheduler, controller-manager, webhook-manager, agent, cli)\n 383\t- `pkg/scheduler/` - Batch scheduler (job/podgroup-level scheduling)\n 384\t- `pkg/agentscheduler/` - Agent scheduler (pod-level scheduling, sharding)\n 385\t- `pkg/agent/` - Agent node daemon (QoS, oversubscription, eviction)\n 386\t- `pkg/controllers/` - Controllers\n 387\t- `pkg/webhooks/` - Webhooks\n 388\t- `test/e2e/` - End-to-end tests\n 389\t- `hack/` - Build and development scripts\n 390\t- `installer/` - Deployment manifests and Dockerfiles\n 391\t- `config/` - CRD definitions\n 392\t- `staging/src/volcano.sh/apis/` - API definitions (local development)\n 393\t\n 394\t## Additional Resources\n 395\t\n 396\t- [Contributing Guide](contribute.md)\n 397\t- [Development Setup](docs/development/prepare-for-development.md)\n 398\t- [Build Instructions](docs/development/development.md)\n 399\t\n 400\t## Pull Request Follow-Up Workflow\n 401\t\n 402\tWhen a pull request comment mentions an AI coding agent for follow-up work,\n 403\tuse this lightweight workflow:\n 404\t\n 405\t1. Read the trigger comment first and identify the concrete request.\n 406\t2. Review newer review comments and CI status to avoid repeating stale fixes.\n 407\t3. Make only incremental changes on top of the PR branch.\n 408\t4. Validate the changed scope with targeted commands before posting updates.\n 409\t5. Summarize the change with clear verification results and next steps.\n 410\t\n 411\tThis keeps follow-up iterations small, reviewable, and directly tied to the\n 412\tlatest reviewer feedback.\n","/bin/bash -lc 'nl -ba AGENTS.md | tail -n 40'",[532],"10019",{"_465":533,"_168":534,"_158":534,"_93":513},"nl -ba AGENTS.md","AGENTS.md",{"_408":536,"_400":401,"_410":84},{"_463":-5,"_465":529,"_467":537,"_469":470,"_471":-5,"_473":-5,"_42":523,"_474":531,"_476":477,"_405":487,"_93":478},[538],{"_465":533,"_168":534,"_158":534,"_93":513},{"_408":540,"_400":401,"_410":84},{"_447":541,"_438":523,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"nl -ba AGENTS.md | tail -n 40\"}",{"_408":543,"_400":401,"_410":84},{"_411":-5,"_430":544,"_42":545,"_414":-5,"_433":546,"_93":435},"gAAAAABplzFhbdbGs8cEHfNqmEXFJzZyFSnNPXmMdmZwxlVAmL_xk9J0SZOmW8kS8igv8jLylt4xm7KIuSRhn2NIgKelfFHXuMrkXHK5pSugQtrwE2m8ibwjWCqpBVEeNsEAFsZfT20ecQwz05o1IcQj3D9b__OYoelPCDSzPtjScntOsSBmN44W-HququoG20KQTg55p-vWta70oMPbhm4Ic0_MpWXoCrDXzm8SeEVB5R4l0MUcQhcIwvwxOH6IFiQlsYQBXEMiRu9yQu9z_fmt0QYCu-nYzqEw6i86zzgkTu2zwKyPGvoWDoxloOGYmJqz3X6Ik7-6PaWSAxZuLMAZRoZqGVqAJA1eD7-Dbr19KmxIpsbkkzPE6rxjPLQQ6w1_23Uw5_05JIKzN8uFgXniRflrXBDAO4MiybhrEklfTneTnKOJa9wBTwYWGGeuWLQA3LUCXUhiLuwWqMt2JOXKF2eC_Hyk6NKYwqEmz1f1LaTtRVsBEUymYoi5MYcM4pHwosQPni4bst0qZuCn3i60hslZ8yfQEuRljinYHCG7TUfMlOUdFVd9xw8XhQ_4TE8SVLN-dE41p4GFe-FrCWKjWC-qe5HUoKcliCDRlrMka05xGHWLXf29KFQ4eJDKUPNhL2nK5A2eLqFdQ4gAzNs4EqWIGm-fvYzp0YPemlVxGAmSRykd4NEnBYaTCKwXAAwRC9vN2eKFNES47VlMaGv_lDJRoN8ZbYSxcu8WWQWWbXg8pBAmh47Z3qvks-J85gYM-AmmsgTwpp-4h4bR_mC8Oiw3H2gaU2UbQG2CHdG256JCK_MdMxfLPw2yYcpEtHlHrvnAybeXTgd7CqELZqkZmY-qj-W3hwNsORbwmPXdJquGiJjTRpjBZ4kv10qrukhQi50j1TrMG9g4Lp4nMPyj-wYhHIa3bXDr6RzH35pbZtxx26SMYfeix9woU6LMie_WfpLrqY-TmnsLLap5e2FPqMGBN472YBjrWp8yV-Z9Mj_Y9MQEpqqzfEHb-DntacB9Ii-x3Fx9","legacy_responseItem_reasoning_10",[],{"_408":548,"_400":401,"_410":84},{"_438":549,"_42":-5,"_414":-5,"_440":550,"_93":442},"call_ah5IxBblDPN34pYeo2YqPTDp",{"_296":551,"_444":-5},"Chunk ID: 2ee64f\nWall time: 0.0509 seconds\nProcess exited with code 0\nOriginal token count: 0\nOutput:\n",{"_408":553,"_400":401,"_410":84},{"_463":182,"_465":554,"_467":555,"_469":470,"_471":556,"_473":32,"_42":549,"_474":557,"_476":477,"_405":114,"_93":478},"/bin/bash -lc 'git diff --check'",[558],50,"81286",{"_465":559,"_93":482},"git diff --check",{"_408":561,"_400":401,"_410":84},{"_463":-5,"_465":554,"_467":562,"_469":470,"_471":-5,"_473":-5,"_42":549,"_474":557,"_476":477,"_405":487,"_93":478},[563],{"_465":559,"_93":482},{"_408":565,"_400":401,"_410":84},{"_447":566,"_438":549,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"git diff --check\"}",{"_408":568,"_400":401,"_410":84},{"_411":-5,"_430":569,"_42":570,"_414":-5,"_433":571,"_93":435},"gAAAAABplzFgfYgZeCxvEJI5-jLIfpYmO4oL7UWfIkX4x6z9G1Tc0dyYOwF0wuGL-QjNGB8MGixM7shjupfZcyaK8VMl6DM09ZM-bOWZjq0jo2R3c-ldxiaNHKAzBK0Nd6-D_D1MUjJ8pYx4tkagDQ4jixdUvPlDv54rdte8jdYxJswhvpMhxVb01yduNPL1jb53S_3zzS6oppyn3_9MP8yl9fcBf2DHQT1uJGDqdtXthIs4g7EGYlDtbYWUODhxSLAz-8z7APV80voTDut6kq03J9G6xe5g1fObnY3rRjuhVf9-zZ67kT7sx94-oKs35ymmCyUEYP1Y98ZD0vUO_zCebzCMjUGqPAv9NkXRrgA_XbAkYP5ROYYyVEqEmnaJsIgvVx_68QrRuvPyyDeZ1ws7guy5nkgVbU_8j24bQIzZlTfUjHqgPODKrpDeftWv0wcvCskEQQq-ERxjOxQrhDQv918IuIMx2aIrTP2-wYC3tdNXWgoItEqXhrBn-8YDfmvIQtSLQZ0iNy1viyIcdOKzs55xTA7FtyGJ96A6XG04mi653hLjn0wR7l1hcg-1SDoCA-hiJeOJm6IJJ1UL-hw5p0l75UMcFgJ_STZTvrj1L1DVpsXqCc7lxr3X_ZhhJColjmEXSgMOQd2_L4hKjV43FuIb0E8d41HXSyC0_5W7D1u3KQHL_FiUxSammD__oUfY_Q40iz19qrqEgwCALiFBaD-xwlXVINxm7WsHg6ajGYG6xCbcMGp1JpW3zqaWDbZmbXu3DzUkoWca92HXV6vBTY5pDjstYfE9IjJ1QuFFzRB29O4l5GzVMGCaZNYeOGhoBWLOmoPNKtfd1NEHV8a6RL47sDIrMVaeZCzXhQtiwltwF1Ffxn5irQMvIow33rXOyQfA7WUlqYlMsP3IHoHOO-qNiBokg2TubNBMFoINljnafaWTP26YflX9vsCdDXuthMBnfDJclkepTOOQI3_Celv5XUK41y2GCmKdfwKQCWymZ2Q_ABYYqwG8JzvwO2pc-5TDgoegJwLgFher5jNn9ak7shhbv6j23G75yQjRem3p5sOVE4s9Tbwhlhrqa4fXEdwEAm6SvgwA7THZmpSOeL36dyh5mydzRN00iCVF8TR241_ltRCBJm7GgbOalKO8vBCJkClXr-qBjF4lAYfgSdzO4C7Pw9je11ShhTzPnYNl6wQ2x5EIkEvAtMzlNTIS6nSqbNFotQL9-24znhLxh_9EDA5XniF4cgpy9VbFY064engPdkhTpfiWhusGqTlGHNYMCtdh4WGRJC_WbrAwzZxsPWzl6fl5HqYkXvfI84632UGcg7XaxTmmer-LG5s8K4USPbSrjcZvjKqOuhLW4QoTW8JTCkMELl-bb8PqhfOdSqZ1kTk84vElO2p1c87BAFbLgySCIbhS6uLDTp2Q11brSJHdNw==","legacy_responseItem_reasoning_9",[],{"_408":573,"_400":401,"_410":84},{"_438":574,"_42":-5,"_414":-5,"_440":575,"_93":442},"call_xebw8QX8VhQnZoy1MwqPvHnM",{"_296":576,"_444":-5},"{\"output\":\"Success. Updated the following files:\\nM .gitignore\\n\",\"metadata\":{\"exit_code\":0,\"duration_seconds\":0.0}}",{"_408":578,"_400":401,"_410":84},{"_579":580,"_42":574,"_405":114,"_93":581},"changes",[582],"fileChange",{"_306":583,"_9":584,"_158":585},"@@ -145 +145,4 @@\n .sisyphus/*\n+\n+# Codex local environment metadata\n+.codex/\n",{"_586":-5,"_93":587},"/workspace/volcano/.gitignore","move_path","update",{"_408":589,"_400":401,"_410":84},{"_579":590,"_42":574,"_405":487,"_93":581},[591],{"_306":583,"_9":592,"_158":585},{"_586":-5,"_93":587},{"_408":594,"_400":401,"_410":84},{"_411":595,"_413":-5,"_42":-5,"_414":-5,"_415":-5,"_97":307,"_93":416},[596],{"_46":597,"_93":598},"Warning: apply_patch was requested via exec_command. Use the apply_patch tool instead of exec_command.","input_text",{"_408":600,"_400":401,"_410":84},{"_447":601,"_438":574,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"apply_patch <<'PATCH'\\n*** Begin Patch\\n*** Update File: .gitignore\\n@@\\n .sisyphus/\\n .sisyphus/*\\n+\\n+# Codex local environment metadata\\n+.codex/\\n*** End Patch\\nPATCH\"}",{"_408":603,"_400":401,"_410":84},{"_411":-5,"_430":604,"_42":605,"_414":-5,"_433":606,"_93":435},"gAAAAABplzFcTpAdUg9NwYTgdDvQ5Te_Ea97_qDyRaAiUnMRP544DM0hwgyoXPyJ7nIuAU_rk52BSuCfOztMM8XYf6EIyLKa9QiX1UXJ8kPsZ2ZYvwLqf0T9pBr49IwSkeZEI1WVTalUQZIxi1JKegPPmvdwvcB_8uECH_MLeYuthsqoBeAImSxUboRrFUlugXT-waSQTFDiXHwKR7wPtRupmXl2Ex_Eph8myQLfyV0kAtu5Tr29l_KDP3OvmfL---otVaNw2tF5oebSLSvkN8BZTSxiAPJWv7lQ_PZ7yOVNMmPiX2ol62lTuYVEqpIaGGAxph1pJQuvtdz4x4ZaIzrjPqs_SGCARvhnxLKxfgeZ-O6zx70TDJ7QKoNLJMyquXOgE7MoyGD4qK09Vp_7nKOYsq0TRZ3SQPhKCnQJLsw1Ic4csa0cMTNBp8Dd5xcAljBUqXapwOkV-O4qLf5kEBRZVYpCu1VK-EAwushxCbIGJGu8vxi62bATVc8JolT_jhaGwDRa9gud_27V7UxSs12wkuRbnpzmjshf9MPaqQCiNdUq8veUseQYQ0jIxbwj-zjg4Kx0KSLfrkOT622CRHVH-fzMrDVIDbFJf1Sz845XPAbqyN0PyKzyJTvuAp9O6ckbNB85t-NUWKWuUAxX06N470bCXjFMyd3bnAu5sxnUMCCfMaxMygvF0OsSq3_VvXVB9uFbdbLASX9dIQzd3fn-1Uv9peXeNzd-bpOnc2bVltVp288sK7wd6RMSkNwznetEor5hr-CW7qM-dus2cM-LtFLlK7-HgUVfiAOLsk6wSh_81JEZxIAdsWyusmwHuWNMcjzP2L8w4ShiuOMgZd1uCMfqXCQ86vG2K5jECVBIBPSLyx0pzi6jsgRhJUUafCnMsx8KC_UvNBmPHulqwd8LsK9EaKUEqNC3uM3Uug9BKcJuHfwoIFLxgJtYtFSKGsSRqNAltCNynTL1GOpVYBfXFl2Qfp7ADUyMyZEFjiD8gnGJQ90baRU=","legacy_responseItem_reasoning_8",[],{"_408":608,"_400":401,"_410":84},{"_438":609,"_42":-5,"_414":-5,"_440":610,"_93":442},"call_Iz4cLw3fp72BKN6Wrk4OWuDl",{"_296":611,"_444":-5},"{\"output\":\"Success. Updated the following files:\\nM AGENTS.md\\n\",\"metadata\":{\"exit_code\":0,\"duration_seconds\":0.0}}",{"_408":613,"_400":401,"_410":84},{"_579":614,"_42":609,"_405":114,"_93":581},[615],{"_306":616,"_9":617,"_158":618},"@@ -398 +398,15 @@\n - [Build Instructions](docs/development/development.md)\n+\n+## Pull Request Follow-Up Workflow\n+\n+When a pull request comment mentions an AI coding agent for follow-up work,\n+use this lightweight workflow:\n+\n+1. Read the trigger comment first and identify the concrete request.\n+2. Review newer review comments and CI status to avoid repeating stale fixes.\n+3. Make only incremental changes on top of the PR branch.\n+4. Validate the changed scope with targeted commands before posting updates.\n+5. Summarize the change with clear verification results and next steps.\n+\n+This keeps follow-up iterations small, reviewable, and directly tied to the\n+latest reviewer feedback.\n",{"_586":-5,"_93":587},"/workspace/volcano/AGENTS.md",{"_408":620,"_400":401,"_410":84},{"_579":621,"_42":609,"_405":487,"_93":581},[622],{"_306":616,"_9":623,"_158":618},{"_586":-5,"_93":587},{"_408":625,"_400":401,"_410":84},{"_411":626,"_413":-5,"_42":-5,"_414":-5,"_415":-5,"_97":307,"_93":416},[627],{"_46":597,"_93":598},{"_408":629,"_400":401,"_410":84},{"_447":630,"_438":609,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"apply_patch <<'PATCH'\\n*** Begin Patch\\n*** Update File: AGENTS.md\\n@@\\n ## Additional Resources\\n \\n - [Contributing Guide](contribute.md)\\n - [Development Setup](docs/development/prepare-for-development.md)\\n - [Build Instructions](docs/development/development.md)\\n+\\n+## Pull Request Follow-Up Workflow\\n+\\n+When a pull request comment mentions an AI coding agent for follow-up work,\\n+use this lightweight workflow:\\n+\\n+1. Read the trigger comment first and identify the concrete request.\\n+2. Review newer review comments and CI status to avoid repeating stale fixes.\\n+3. Make only incremental changes on top of the PR branch.\\n+4. Validate the changed scope with targeted commands before posting updates.\\n+5. Summarize the change with clear verification results and next steps.\\n+\\n+This keeps follow-up iterations small, reviewable, and directly tied to the\\n+latest reviewer feedback.\\n*** End Patch\\nPATCH\"}",{"_408":632,"_400":401,"_410":84},{"_411":-5,"_430":633,"_42":634,"_414":-5,"_433":635,"_93":435},"gAAAAABplzFYTqXGAGlivcD3GhacysjWNHln_cSqPYeuzfPRC0Ymob0CUd0S3uels-zfei8TlHMDhzK_VT-t_dppx80kDSxQfT7uW3jfe5cyvMqvrcMyWU7ic5Ky8bKiquWSELf3lz_-saNZ8Dox8azVVG1kqN0wFZ2gX5VmAppPyZLoKyVToU_AMgOrZFEi3VrA45ZNT8rDBw3fKVx7qVhmHUdeL4PgBGNC-mVuOeTs8mzMWivJ30btqaFkxLM_f9Cia5kIrsChFkUNFoq4d8i7rj05WkXmogOW-Iquw1iqOAgJHjnZgaUERnuguJzYcGmQgf99Vba3pD20SEKxNG2oNVLzRwwwORH15RpX2ZBYXfmIc1EgyppBJWmRTGxSOdvf5sCcwDGfSYTwseb8AQ3ztAYRP3sSuOGmobnzweWYS1GlMw9BETJTn4s3OzDJM_1a-3T7Q76cYqM3KFAt2nlRWXvdJ-j49bt2sQehvH6aCbq_d-P4x3J8tsWnd2X8Ohyf-de91UHwbf0LA0O0vdGh4rWGmjrpZ1Scxvy9THgGZwQfneFzc2ZCsFDjHquncYSJHWAzHIB2q2HY4yVtHsTBukgFUdbjGrhmCeMo3TWJP9e05QhgpQRarTqWbqc8sAdRSkW2xZ5fQyAG3BQuNa35xtRhE7gpFE1Qzh3Aw6MxeWHLROV0wyCxsAmeKv3q8xEhUKSKfXfckt2asqmFdz5K2Hrz4K7fO2O_bIhW8z7nyEg4Y0TWEnU28YPV8DFeZClx7qlJ071c8LFciI7v3D5Nl6Wx3o07W0Nmsp3WSKW72t4ePebdQReEWtHI9yjwoWqy19int6oSUl1KWuux6kvS6654rQbh5AAVllEK4gKx5dYog32Iom1BF_SbWFboElp7-0OsmCeZ3cpYHChia4JFgNMmXbe8Zze8B6mo7ktZowbmA2TcDYlMcrayF_Amsx1avSHp5D7VJ-S47zp1kWrfICT5BHulAEHKptJTIljayJY7eThvekkaGKmEG0VL6_4n3tHvEAAQCz43s3jdMJ_ClgEhC1WdDKEz1a8TtF5xRHv7yulgllOUejyytkDiubmcdTEuST18C7-o4onMDS-Ll_OwKX0taAys7wHv8mD1YivVk_E4e_WZzBV52C6dLDdG5LHMpX0lQzZrNFfdqzt2RxhFpHvIzuZ-piYTprbWjx0ridag__6FYNisRT9IrfkKScdq65VP8oztZ1sMpf3sfEIFsy6cYS6LHq8uQuaZ8-FcICHFF7h9-LND8acG1hElDcppria-4L3zwJllNiV1TEHUJwvXlfWNsGD2eoE_IEPoYDii4yZI9EB578JMKJMHBk_704TPmpOpBXOAIoP9i9bPFGAtja9B9P1QMxmHhQpKiWkHZSUNcyFH-7xAK-P2IQC_K9mxFTU6KXiBRWW99AwcOs-N8k0VM9eCBERfLp3MxVh3xry6BvA2LHgms7IYmNXtN3vnsJC9RsX2UWYl-scky9n4DQ5RampTQ4yHYvv_quI2TXVqutlr2qvjG5cKXMEbVSZDxlUKZUU8Q5MoknCyOIhpLRHsPb2VF5lg3W5zOjiVl-K1x0cF7070WzXLMa0ZewNLqszBwKK3uR9KSujeGALFV6KpZSRQxIg_ddP53m7gwYWF0hNUCWbAzm1IoLfOUz_y","legacy_responseItem_reasoning_7",[],{"_408":637,"_400":401,"_410":84},{"_438":638,"_42":-5,"_414":-5,"_440":639,"_93":442},"call_oYMadnjhFEPaEiRiXuWQIabs",{"_296":640,"_444":-5},"Chunk ID: 8e0ded\nWall time: 0.0517 seconds\nProcess exited with code 0\nOriginal token count: 372\nOutput:\n\n.tags*\n\n# Version file for dockerized build\n.dockerized-kube-version-defs\n\n# Web UI\n/www/master/node_modules/\n/www/master/npm-debug.log\n/www/master/shared/config/development.json\n\n# Karma output\n/www/test_out\n\n# precommit temporary directories created by ./hack/verify-generated-docs.sh and ./hack/lib/util.sh\n/_tmp/\n/doc_tmp/\n\n# Test artifacts\n/_artifacts/\n/test-artifacts/\n\n# Go dependencies installed on Jenkins\n/_gopath/\n\n# Config directories created by gcloud and gsutil on Jenkins\n/.config/gcloud*/\n/.gsutil/\n\n# CoreOS stuff\n/cluster/libvirt-coreos/coreos_*.img\n\n# Juju Stuff\n/cluster/juju/charms/*\n/cluster/juju/bundles/local.yaml\n\n# ASDF version file\n.tool-versions\n\n# Downloaded Kubernetes binary release\n/kubernetes/\n\n# direnv .envrc files\n.envrc\n\n# Downloaded kubernetes binary release tar ball\nkubernetes.tar.gz\n\n# generated files in any directory\n# TODO(thockin): uncomment this when we stop committing the generated files.\n#zz_generated.*\n#zz_generated.openapi.go\n\n# make-related metadata\n/.make/\n# Just in time generated data in the source, should never be commited\n/test/e2e/generated/bindata.go\n\n# This file used by some vendor repos (e.g. github.com/go-openapi/...) to store secret variables and should not be ignored\n!\\.drone\\.sec\n\n/bazel-*\n*.pyc\n\n# e2e log files\nvolcano-e2e-logs/\n*.log\n\n# test coverage file\ncoverage.txt\ncoverprofile.out*\n\n# go vendor directory\nvendor\n\n# helm dependency files\ninstaller/helm/chart/volcano/requirements.lock\n\n.sisyphus/\n.sisyphus/*\n",{"_408":642,"_400":401,"_410":84},{"_463":643,"_465":644,"_467":645,"_469":470,"_471":472,"_473":32,"_42":638,"_474":646,"_476":477,"_405":114,"_93":478},"\n.tags*\n\n# Version file for dockerized build\n.dockerized-kube-version-defs\n\n# Web UI\n/www/master/node_modules/\n/www/master/npm-debug.log\n/www/master/shared/config/development.json\n\n# Karma output\n/www/test_out\n\n# precommit temporary directories created by ./hack/verify-generated-docs.sh and ./hack/lib/util.sh\n/_tmp/\n/doc_tmp/\n\n# Test artifacts\n/_artifacts/\n/test-artifacts/\n\n# Go dependencies installed on Jenkins\n/_gopath/\n\n# Config directories created by gcloud and gsutil on Jenkins\n/.config/gcloud*/\n/.gsutil/\n\n# CoreOS stuff\n/cluster/libvirt-coreos/coreos_*.img\n\n# Juju Stuff\n/cluster/juju/charms/*\n/cluster/juju/bundles/local.yaml\n\n# ASDF version file\n.tool-versions\n\n# Downloaded Kubernetes binary release\n/kubernetes/\n\n# direnv .envrc files\n.envrc\n\n# Downloaded kubernetes binary release tar ball\nkubernetes.tar.gz\n\n# generated files in any directory\n# TODO(thockin): uncomment this when we stop committing the generated files.\n#zz_generated.*\n#zz_generated.openapi.go\n\n# make-related metadata\n/.make/\n# Just in time generated data in the source, should never be commited\n/test/e2e/generated/bindata.go\n\n# This file used by some vendor repos (e.g. github.com/go-openapi/...) to store secret variables and should not be ignored\n!\\.drone\\.sec\n\n/bazel-*\n*.pyc\n\n# e2e log files\nvolcano-e2e-logs/\n*.log\n\n# test coverage file\ncoverage.txt\ncoverprofile.out*\n\n# go vendor directory\nvendor\n\n# helm dependency files\ninstaller/helm/chart/volcano/requirements.lock\n\n.sisyphus/\n.sisyphus/*\n","/bin/bash -lc 'tail -n 80 .gitignore'",[647],"99048",{"_465":648,"_168":512,"_158":512,"_93":513},"tail -n 80 .gitignore",{"_408":650,"_400":401,"_410":84},{"_463":-5,"_465":644,"_467":651,"_469":470,"_471":-5,"_473":-5,"_42":638,"_474":646,"_476":477,"_405":487,"_93":478},[652],{"_465":648,"_168":512,"_158":512,"_93":513},{"_408":654,"_400":401,"_410":84},{"_447":655,"_438":638,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"tail -n 80 .gitignore\"}",{"_408":657,"_400":401,"_410":84},{"_411":-5,"_430":658,"_42":659,"_414":-5,"_433":660,"_93":435},"gAAAAABplzFUEaVJbEgZS7nIpgnp_-D-Gutzrv2b15rv8gDbKTnPfg_EPNohfrdMiFD5zhWcudPoeURzYbujveUVqyYnd1IvP79XrPLh-NUc4K2_YSPr9lqUPY7VMvr-80DLJwO43yhN4tbEED3gQlDFA58hJe6ru7lFBNjIa-OEHj2YuenOLoevseBXqjd76SH4Lmaz25IDohaB81Les6uTamu6XlZr8tKeMWJRwgjC6A7KDIo9HeVgOKGUL2jDlHBmuYoriA-qZFdgMn-lrJ4n2ujK0uOEKk46rwXVLhaUJxmUNYRG3esmAjZ1BIKB-W-dxm66a7F-SocwMlXQctQHR5DOQn9SxvbShwrZj4FFYlJYUoDfryUzlTiNJTq8sI_FTcKA80II1AJ5JAF5qN8sWkSRdTSDdQy7MqOrbCZxli-dPp5RWF_OFGvXzWmaTJann5p6vETNb9z_aVf02b3nCP48JUiSUkPFZDo_dpcDLkBtBhKb-Z7p6-XsOfj5EddB2d5WtVANPU3GAYVYqm2DhHzQBmSoR0DE2i8scGQdFOf3FaP8z-09Cn6NT1VnafV5E_N79oosc7YWyAS8f6oohWsDujRDjsciNehClsXumvBn8Q7PpGAnMMho5lzsdYGVteRuSAiasqLZt_ikktafQT4mntHxBV-DborDd9nti65v4hWdyRzYDA4n3A2qdOB7eTbFF1Hnpy-si0S02KLv_g92uTvCO0S4PSi9bCd-qg0y5Tbvm7tnvJDEt1FLatUT-AcXQZncS3XjRBI2vlR5vvc-P_H1lmQHQINb0Jw88EohpubYtVlaPTOCJgZuc5vWIUXzqEG3R8Drdl9xS2tSRHxrgKBD9A8BdOYP_zYzL-GLE7VBCQSkLnJzLjOLZKwA5dvHiW7N9QhXAK4vZYF4V6rWeDkIEOQksa--6SzKRwRYniiv81tcuOf8kTuKqH-H2ymV5P8foWUiKbnAx2wsQ1XT0MoDF2Mef80M52ZJ8R1k5LIt9q38hl2_z29l9FxEWmq5R8cYuCDw5vd43TE3S-c0bJLwVW_Z7z_Scdpp3Z_-Lm-iXBAzUFUwEsr94gZCiW9n7fsy3g_Mt7XVUqH1a3iHUYmZrOSs6OJY-mSJiC0lG0wKRzjEd49Y1yG1JlsXgSK21SVx17Q_2KGpPJvY3aKH9dN6BLa7Xxlf2uDN3EaepaTXfwZPdBbijvgbUytXqKigV4ZdTQypcpk1DEfUWtFUMJ2P-xRvVOSr6TTbB3p46KhCoQHaJm07FKPv-lU858VCNMA4a4ZPmsRrUD9YXEVoeHdYH3ewCDU9BXtB0GA-4lKHMtQ6_Lu0ZkWDPXDc4oN9PuufNSPc603NXvKEGxUonKmKUVoTrpdzWL_54lw9l206wUIH9AVOxTQBSfXgbt8iWbN3C8NhKaiegxyj2MFvmPszh26Qzd6WBswqxxoGWAjQnOaF17drSVOzWvcBNtcEd3RInCdEPMpgrUq18jiibJyHu1oIwpIyPCkWDEZXrHXOz3l8mbZrCjMTfhbVpy108sGZXP_B5bbThRCy1Mrwas6ZWpPuYmHrqIf7vrfOMnH2m4fKE02WiADTyofvY57AH1m7qsTksmWb6ViOlUhWY63ccZ69caCJQO7QyMUlDsJp_SyVYfRcBMZ5bbQ8Ngp6t9EivTsRiUX6IHT5XDb1mzmMBGdbT1saJqtKLMKVpqnaufjLjU060dFiK2PPCFA_6wvWqDzqDyLYEZSockb_q57gG4ofXYEfwtnYxdK6nHBVVLk=","legacy_responseItem_reasoning_6",[],{"_408":662,"_400":401,"_410":84},{"_438":663,"_42":-5,"_414":-5,"_440":664,"_93":442},"call_N6tM8XEAyagwAksXmcmC58I6",{"_296":665,"_444":-5},"Chunk ID: 69ec0a\nWall time: 0.0516 seconds\nProcess exited with code 0\nOriginal token count: 1173\nOutput:\n| Unique concepts | Jobs, Queues, PodGroups, gang scheduling | Sharding (ShardCoordinator), Workers, SchedulingContext |\n\n### Plugin and Action Interfaces\n\nThe agent-scheduler has its own plugin and action interfaces distinct from the batch scheduler. When writing agent-scheduler plugins, use the interfaces from `pkg/agentscheduler/framework/`:\n\n**Action interface:**\n```go\ntype Action interface {\n Name() string\n OnActionInit(configurations []conf.Configuration)\n Initialize()\n Execute(fwk *Framework, schedCtx *agentapi.SchedulingContext)\n UnInitialize()\n}\n```\n\n**Plugin interface:**\n```go\ntype Plugin interface {\n Name() string\n OnPluginInit(fwk *Framework)\n OnCycleStart(fwk *Framework)\n OnCycleEnd(fwk *Framework)\n}\n```\n\nKey differences from the batch scheduler:\n- Actions receive a `SchedulingContext` containing a single `TaskInfo` (one pod), not a full session\n- Plugins use `OnPluginInit`/`OnCycleStart`/`OnCycleEnd` instead of `OnSessionOpen`/`OnSessionClose`\n- The `BindContextHandler` interface allows plugins to inject bind-time extensions\n\n### Key Types\n\n```go\n// SchedulingContext contains all information needed for scheduling a task\ntype SchedulingContext struct {\n Task *api.TaskInfo\n QueuedPodInfo *framework.QueuedPodInfo\n NodesInShard sets.Set[string]\n}\n\n// BindContext carries plugin-specific bind extensions\ntype BindContext struct {\n SchedCtx *SchedulingContext\n Extensions map[string]cache.BindContextExtension\n}\n```\n\n### Default Configuration\n\n```yaml\nactions: \"allocate\"\ntiers:\n- plugins:\n - name: predicates\n - name: nodeorder\n```\n\n### Sharding Model\n\nThe agent-scheduler supports node sharding via `ShardCoordinator`, allowing multiple scheduler instances to partition nodes for horizontal scaling. This concept has no equivalent in the batch scheduler.\n\n- `ShardCoordinator` tracks which nodes belong to this scheduler instance\n- Workers within a scheduler instance coordinate via revision-based node sets\n- Sharding mode is configured via `--sharding-mode` (supports `hard` and `soft` modes)\n- Node shard assignments are managed through `NodeShard` custom resources\n\n### Agent Node Daemon (vc-agent)\n\nThe `vc-agent` binary (`pkg/agent/`) is a separate node-level daemon, unrelated to the agent-scheduler. It handles:\n- **QoS management**: CPU throttling, CPU burst, memory QoS, CPU QoS, network QoS\n- **Oversubscription**: Resource reporting and policy-based extend resources\n- **Node monitoring**: Resource calculation, node health probes\n- **Eviction**: Pod eviction based on node pressure\n\nThe agent uses an event-driven architecture with probes (data sources) and handlers (actions):\n- Probes: `pkg/agent/events/probes/` (pods, noderesources, nodemonitor)\n- Handlers: `pkg/agent/events/handlers/` (cputhrottle, cpuburst, memoryqos, networkqos, eviction, etc.)\n- Configuration: File-based or ConfigMap-based config sources (`pkg/agent/config/`)\n\n## Commit Message Format\n\nFollow this convention:\n```\n: \n\n\n\nFixes #\n```\n\nExample:\n```\nscheduler: add gang scheduling support for Ray jobs\n\nThis enables Ray jobs to use gang scheduling to ensure all workers\nstart together, improving resource utilization and reducing deadlocks.\n\nFixes #1234\n```\n\n**Guidelines:**\n- Subject line ≤ 70 characters\n- Body wrapped at 80 characters\n- Focus on \"why\" not \"what\"\n\n## Linter Configuration\n\nEnabled linters (`.golangci.yml`):\n- `gofmt`, `goimports`, `govet` - Go standard checks\n- `staticcheck`, `gosimple`, `ineffassign` - Code quality\n- `typecheck`, `unused` - Type safety and dead code\n- `depguard` - Dependency restrictions (no `k8s.io/klog` v1, no `io/ioutil`)\n- `whitespace` - Formatting\n\n**Deprecated packages to avoid:**\n- `k8s.io/klog` → use `k8s.io/klog/v2`\n- `io/ioutil` → use `io` and `os` packages (Go 1.16+)\n\n## Key Directories\n\n- `cmd/` - Main applications (scheduler, agent-scheduler, controller-manager, webhook-manager, agent, cli)\n- `pkg/scheduler/` - Batch scheduler (job/podgroup-level scheduling)\n- `pkg/agentscheduler/` - Agent scheduler (pod-level scheduling, sharding)\n- `pkg/agent/` - Agent node daemon (QoS, oversubscription, eviction)\n- `pkg/controllers/` - Controllers\n- `pkg/webhooks/` - Webhooks\n- `test/e2e/` - End-to-end tests\n- `hack/` - Build and development scripts\n- `installer/` - Deployment manifests and Dockerfiles\n- `config/` - CRD definitions\n- `staging/src/volcano.sh/apis/` - API definitions (local development)\n\n## Additional Resources\n\n- [Contributing Guide](contribute.md)\n- [Development Setup](docs/development/prepare-for-development.md)\n- [Build Instructions](docs/development/development.md)\n",{"_408":667,"_400":401,"_410":84},{"_463":668,"_465":669,"_467":670,"_469":470,"_471":472,"_473":32,"_42":663,"_474":671,"_476":477,"_405":114,"_93":478},"| Unique concepts | Jobs, Queues, PodGroups, gang scheduling | Sharding (ShardCoordinator), Workers, SchedulingContext |\n\n### Plugin and Action Interfaces\n\nThe agent-scheduler has its own plugin and action interfaces distinct from the batch scheduler. When writing agent-scheduler plugins, use the interfaces from `pkg/agentscheduler/framework/`:\n\n**Action interface:**\n```go\ntype Action interface {\n Name() string\n OnActionInit(configurations []conf.Configuration)\n Initialize()\n Execute(fwk *Framework, schedCtx *agentapi.SchedulingContext)\n UnInitialize()\n}\n```\n\n**Plugin interface:**\n```go\ntype Plugin interface {\n Name() string\n OnPluginInit(fwk *Framework)\n OnCycleStart(fwk *Framework)\n OnCycleEnd(fwk *Framework)\n}\n```\n\nKey differences from the batch scheduler:\n- Actions receive a `SchedulingContext` containing a single `TaskInfo` (one pod), not a full session\n- Plugins use `OnPluginInit`/`OnCycleStart`/`OnCycleEnd` instead of `OnSessionOpen`/`OnSessionClose`\n- The `BindContextHandler` interface allows plugins to inject bind-time extensions\n\n### Key Types\n\n```go\n// SchedulingContext contains all information needed for scheduling a task\ntype SchedulingContext struct {\n Task *api.TaskInfo\n QueuedPodInfo *framework.QueuedPodInfo\n NodesInShard sets.Set[string]\n}\n\n// BindContext carries plugin-specific bind extensions\ntype BindContext struct {\n SchedCtx *SchedulingContext\n Extensions map[string]cache.BindContextExtension\n}\n```\n\n### Default Configuration\n\n```yaml\nactions: \"allocate\"\ntiers:\n- plugins:\n - name: predicates\n - name: nodeorder\n```\n\n### Sharding Model\n\nThe agent-scheduler supports node sharding via `ShardCoordinator`, allowing multiple scheduler instances to partition nodes for horizontal scaling. This concept has no equivalent in the batch scheduler.\n\n- `ShardCoordinator` tracks which nodes belong to this scheduler instance\n- Workers within a scheduler instance coordinate via revision-based node sets\n- Sharding mode is configured via `--sharding-mode` (supports `hard` and `soft` modes)\n- Node shard assignments are managed through `NodeShard` custom resources\n\n### Agent Node Daemon (vc-agent)\n\nThe `vc-agent` binary (`pkg/agent/`) is a separate node-level daemon, unrelated to the agent-scheduler. It handles:\n- **QoS management**: CPU throttling, CPU burst, memory QoS, CPU QoS, network QoS\n- **Oversubscription**: Resource reporting and policy-based extend resources\n- **Node monitoring**: Resource calculation, node health probes\n- **Eviction**: Pod eviction based on node pressure\n\nThe agent uses an event-driven architecture with probes (data sources) and handlers (actions):\n- Probes: `pkg/agent/events/probes/` (pods, noderesources, nodemonitor)\n- Handlers: `pkg/agent/events/handlers/` (cputhrottle, cpuburst, memoryqos, networkqos, eviction, etc.)\n- Configuration: File-based or ConfigMap-based config sources (`pkg/agent/config/`)\n\n## Commit Message Format\n\nFollow this convention:\n```\n: \n\n\n\nFixes #\n```\n\nExample:\n```\nscheduler: add gang scheduling support for Ray jobs\n\nThis enables Ray jobs to use gang scheduling to ensure all workers\nstart together, improving resource utilization and reducing deadlocks.\n\nFixes #1234\n```\n\n**Guidelines:**\n- Subject line ≤ 70 characters\n- Body wrapped at 80 characters\n- Focus on \"why\" not \"what\"\n\n## Linter Configuration\n\nEnabled linters (`.golangci.yml`):\n- `gofmt`, `goimports`, `govet` - Go standard checks\n- `staticcheck`, `gosimple`, `ineffassign` - Code quality\n- `typecheck`, `unused` - Type safety and dead code\n- `depguard` - Dependency restrictions (no `k8s.io/klog` v1, no `io/ioutil`)\n- `whitespace` - Formatting\n\n**Deprecated packages to avoid:**\n- `k8s.io/klog` → use `k8s.io/klog/v2`\n- `io/ioutil` → use `io` and `os` packages (Go 1.16+)\n\n## Key Directories\n\n- `cmd/` - Main applications (scheduler, agent-scheduler, controller-manager, webhook-manager, agent, cli)\n- `pkg/scheduler/` - Batch scheduler (job/podgroup-level scheduling)\n- `pkg/agentscheduler/` - Agent scheduler (pod-level scheduling, sharding)\n- `pkg/agent/` - Agent node daemon (QoS, oversubscription, eviction)\n- `pkg/controllers/` - Controllers\n- `pkg/webhooks/` - Webhooks\n- `test/e2e/` - End-to-end tests\n- `hack/` - Build and development scripts\n- `installer/` - Deployment manifests and Dockerfiles\n- `config/` - CRD definitions\n- `staging/src/volcano.sh/apis/` - API definitions (local development)\n\n## Additional Resources\n\n- [Contributing Guide](contribute.md)\n- [Development Setup](docs/development/prepare-for-development.md)\n- [Build Instructions](docs/development/development.md)\n","/bin/bash -lc 'sed -n '\"'\"'260,520p'\"'\"' AGENTS.md'",[672],"66812",{"_465":673,"_168":534,"_158":534,"_93":513},"sed -n '260,520p' AGENTS.md",{"_408":675,"_400":401,"_410":84},{"_463":-5,"_465":669,"_467":676,"_469":470,"_471":-5,"_473":-5,"_42":663,"_474":671,"_476":477,"_405":487,"_93":478},[677],{"_465":673,"_168":534,"_158":534,"_93":513},{"_408":679,"_400":401,"_410":84},{"_447":680,"_438":663,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"sed -n '260,520p' AGENTS.md\"}",{"_408":682,"_400":401,"_410":84},{"_438":683,"_42":-5,"_414":-5,"_440":684,"_93":442},"call_gZBziuqg19fGSQWrkFA1gokm",{"_296":685,"_444":-5},"Chunk ID: d5a4f5\nWall time: 0.0507 seconds\nProcess exited with code 0\nOriginal token count: 1827\nOutput:\n# Volcano Developer Guide for AI Coding Agents\n\nThis guide provides essential information for AI coding agents working on the Volcano codebase.\n\n## Project Overview\n\nVolcano is a Kubernetes-native batch scheduling system written in Go 1.24+. It extends kube-scheduler for AI/ML, Big Data, and HPC workloads. The project follows standard Go conventions with Kubernetes-specific patterns.\n\n## Build Commands\n\n### Core Binaries\n```bash\n# Build all components\nmake all\n\n# Build individual components\nmake vc-scheduler # Batch scheduler (job/podgroup-level)\nmake vc-agent-scheduler # Agent scheduler (pod-level)\nmake vc-controller-manager # Controller manager\nmake vc-webhook-manager # Webhook admission controller\nmake vc-agent # Agent node daemon (QoS, oversubscription)\nmake vcctl # CLI tool\n\n# Build command-line utilities\nmake command-lines # vcancel, vresume, vsuspend, vjobs, vqueues, vsub\n\n# Clean build artifacts\nmake clean\n```\n\n### Docker Images\n```bash\n# Build all images\nmake images\n\n# Build individual component images\nmake vc-scheduler-image\nmake vc-agent-scheduler-image\nmake vc-controller-manager-image\nmake vc-webhook-manager-image\nmake vc-agent-image\n```\n\n## Testing Commands\n\n### Unit Tests\n```bash\n# Run all unit tests\nmake unit-test\n\n# Run tests for specific package\ngo test -v volcano.sh/volcano/pkg/scheduler/cache\n\n# Run single test function\ngo test -v volcano.sh/volcano/pkg/scheduler/cache -run TestGetOrCreateJob\n\n# Run with race detector\ngo test -race volcano.sh/volcano/pkg/...\n\n# Clean test cache before running\ngo clean -testcache\n```\n\n### E2E Tests\n```bash\n# Run all e2e tests\nmake e2e\n\n# Run specific e2e test suites\nmake e2e-test-schedulingbase\nmake e2e-test-schedulingaction\nmake e2e-test-jobp\nmake e2e-test-jobseq\nmake e2e-test-vcctl\nmake e2e-test-stress\nmake e2e-test-cronjob\nmake e2e-test-admission-webhook\n```\n\n### Linting and Verification\n```bash\n# Run golangci-lint\nmake lint\n\n# Verify formatting and generated code\nmake verify\n\n# Verify generated YAML files\nmake verify-generated-yaml\n\n# Check licenses\nmake lint-licenses\n```\n\n## Code Style Guidelines\n\n### Import Organization\n\nUse **3-section imports** with blank lines between:\n\n```go\nimport (\n // Section 1: Standard library (alphabetically sorted)\n \"context\"\n \"fmt\"\n \"time\"\n\n // Section 2: Third-party packages (k8s.io, github.com, etc.)\n v1 \"k8s.io/api/core/v1\"\n metav1 \"k8s.io/apimachinery/pkg/apis/meta/v1\"\n \"k8s.io/client-go/kubernetes\"\n\n // Section 3: Local volcano.sh packages\n batch \"volcano.sh/apis/pkg/apis/batch/v1alpha1\"\n \"volcano.sh/volcano/pkg/scheduler/api\"\n)\n```\n\n**Import prefix:** Use `goimports` with `local-prefixes: volcano.sh` (configured in .golangci.yml)\n\n### Naming Conventions\n\n- **Packages:** Short, lowercase, single word (e.g., `cache`, `scheduler`, `util`)\n- **Exported types:** PascalCase (e.g., `SchedulerCache`, `NodeInfo`, `TaskInfo`)\n- **Unexported types:** camelCase (e.g., `defaultEvictor`, `defaultBinder`)\n- **Interfaces:** Descriptive names, often ending in -er (e.g., `Binder`, `Evictor`, `StatusUpdater`)\n- **Functions:** PascalCase (exported) or camelCase (unexported), verb-noun pattern (e.g., `NewNodeInfo`, `AddTask`, `allocateIdleResource`)\n- **Variables:** Short names in local scope (e.g., `pg`, `sc`, `ni`, `err`, `ctx`), descriptive names at package level\n- **Test functions:** `Test__` or `Test`\n\n### Error Handling\n\n**Pattern A: Immediate return with context**\n```go\nif err != nil {\n return fmt.Errorf(\"failed to find Job %v for Task %v\", jobID, taskID)\n}\n```\n\n**Pattern B: Logging with klog**\n```go\nif err != nil {\n klog.Errorf(\"Failed to update pod <%v/%v> status: %v\", pod.Namespace, pod.Name, err)\n return err\n}\n```\n\n**Pattern C: Error accumulation**\n```go\nif len(errs) != 0 {\n return fmt.Errorf(\"failed to kill %d pods of %d\", len(errs), total)\n}\n```\n\n**Guidelines:**\n- Use `fmt.Errorf` for error context (no error wrapping packages)\n- Use `klog` for structured logging with verbosity levels (V(3), V(4), etc.)\n- Check errors immediately: `if err != nil`\n- Never ignore errors without explicit justification\n\n### Comments and Documentation\n\n**File headers:** Apache 2.0 license (see existing files)\n\n**Function documentation:** GoDoc style (starts with function name)\n```go\n// New returns a Cache implementation that manages scheduler state.\nfunc New(config *rest.Config, ...) Cache { ... }\n\n// AddTask adds a task to the node and updates resource allocation.\nfunc (ni *NodeInfo) AddTask(task *TaskInfo) error { ... }\n```\n\n**Struct documentation:**\n```go\n// NodeInfo is node-level aggregated information including resources,\n// state, and scheduled tasks.\ntype NodeInfo struct {\n Name string\n State NodeState\n // The releasing resource on that node\n Releasing *Resource\n}\n```\n\n**Inline comments:** Explain \"why\" not \"what\", use sparingly for complex logic\n\n### Formatting\n\n- **Indentation:** Tabs (not spaces) - enforced by `gofmt`\n- **Line length:** No strict limit, but be reasonable (typically < 120 characters)\n- **Blank lines:** Separate logical blocks, one blank line between functions\n- **Whitespace:** Use `whitespace` linter settings (no trailing whitespace)\n\n### Test Patterns\n\n**Table-driven tests:**\n```go\nfunc TestKillJob(t *testing.T) {\n testcases := []struct {\n Name string\n Job *v1alpha1.Job\n ExpectVal error\n }{\n {\n Name: \"KillJob success case\",\n Job: &v1alpha1.Job{...},\n ExpectVal: nil,\n },\n }\n for _, tc := range testcases {\n t.Run(tc.Name, func(t *testing.T) {\n // test logic\n })\n }\n}\n```\n\n**E2E tests:** Use Ginkgo/Gomega framework\n```go\nvar _ = Describe(\"Job E2E Test\", func() {\n It(\"should run job successfully\", func() {\n Expect(err).NotTo(HaveOccurred())\n })\n})\n```\n\n**Test helpers:** Use `build*` prefix for test object creation\n\n## Code Generation\n\n```bash\n# Generate code (CRDs, clients, informers, listers)\nmake generate-code\n\n# Generate CRD manifests\nmake manifests\n\n# Generate YAML files\nmake generate-yaml\n\n# Generate Helm charts\nmake generate-charts\n```\n\n## Agent Scheduler (vc-agent-scheduler)\n\nThe agent-scheduler is a pod-level scheduler introduced alongside the traditional batch scheduler. While `vc-scheduler` operates on jobs and podgroups (batch scheduling), `vc-agent-scheduler` schedules individual pods one at a time per cycle, similar to kube-scheduler but with Volcano's plugin architecture.\n\n### Architecture Comparison\n\n| Aspect | `vc-scheduler` (Batch) | `vc-agent-scheduler` (Pod-level) |\n|---|---|---|\n| Scheduling unit | Jobs / PodGroups | Individual pods |\n| Package | `pkg/scheduler/` | `pkg/agentscheduler/` |\n| Plugin interface | `scheduler/framework.Plugin` | `agentscheduler/framework.Plugin` |\n| Action interface | `scheduler/framework.Action` | `agentscheduler/framework.Action` |\n| Default actions | enqueue, allocate, preempt, reclaim, backfill | allocate |\n| Default plugins | ~15+ (gang, proportion, predicates, nodeorder, etc.) | predicates, nodeorder |\n| Unique concepts | Jobs, Queues, PodGroups, gang scheduling | Sharding (ShardCoordinator), Workers, SchedulingContext |\n",{"_408":687,"_400":401,"_410":84},{"_463":688,"_465":689,"_467":690,"_469":470,"_471":556,"_473":32,"_42":683,"_474":691,"_476":477,"_405":114,"_93":478},"# Volcano Developer Guide for AI Coding Agents\n\nThis guide provides essential information for AI coding agents working on the Volcano codebase.\n\n## Project Overview\n\nVolcano is a Kubernetes-native batch scheduling system written in Go 1.24+. It extends kube-scheduler for AI/ML, Big Data, and HPC workloads. The project follows standard Go conventions with Kubernetes-specific patterns.\n\n## Build Commands\n\n### Core Binaries\n```bash\n# Build all components\nmake all\n\n# Build individual components\nmake vc-scheduler # Batch scheduler (job/podgroup-level)\nmake vc-agent-scheduler # Agent scheduler (pod-level)\nmake vc-controller-manager # Controller manager\nmake vc-webhook-manager # Webhook admission controller\nmake vc-agent # Agent node daemon (QoS, oversubscription)\nmake vcctl # CLI tool\n\n# Build command-line utilities\nmake command-lines # vcancel, vresume, vsuspend, vjobs, vqueues, vsub\n\n# Clean build artifacts\nmake clean\n```\n\n### Docker Images\n```bash\n# Build all images\nmake images\n\n# Build individual component images\nmake vc-scheduler-image\nmake vc-agent-scheduler-image\nmake vc-controller-manager-image\nmake vc-webhook-manager-image\nmake vc-agent-image\n```\n\n## Testing Commands\n\n### Unit Tests\n```bash\n# Run all unit tests\nmake unit-test\n\n# Run tests for specific package\ngo test -v volcano.sh/volcano/pkg/scheduler/cache\n\n# Run single test function\ngo test -v volcano.sh/volcano/pkg/scheduler/cache -run TestGetOrCreateJob\n\n# Run with race detector\ngo test -race volcano.sh/volcano/pkg/...\n\n# Clean test cache before running\ngo clean -testcache\n```\n\n### E2E Tests\n```bash\n# Run all e2e tests\nmake e2e\n\n# Run specific e2e test suites\nmake e2e-test-schedulingbase\nmake e2e-test-schedulingaction\nmake e2e-test-jobp\nmake e2e-test-jobseq\nmake e2e-test-vcctl\nmake e2e-test-stress\nmake e2e-test-cronjob\nmake e2e-test-admission-webhook\n```\n\n### Linting and Verification\n```bash\n# Run golangci-lint\nmake lint\n\n# Verify formatting and generated code\nmake verify\n\n# Verify generated YAML files\nmake verify-generated-yaml\n\n# Check licenses\nmake lint-licenses\n```\n\n## Code Style Guidelines\n\n### Import Organization\n\nUse **3-section imports** with blank lines between:\n\n```go\nimport (\n // Section 1: Standard library (alphabetically sorted)\n \"context\"\n \"fmt\"\n \"time\"\n\n // Section 2: Third-party packages (k8s.io, github.com, etc.)\n v1 \"k8s.io/api/core/v1\"\n metav1 \"k8s.io/apimachinery/pkg/apis/meta/v1\"\n \"k8s.io/client-go/kubernetes\"\n\n // Section 3: Local volcano.sh packages\n batch \"volcano.sh/apis/pkg/apis/batch/v1alpha1\"\n \"volcano.sh/volcano/pkg/scheduler/api\"\n)\n```\n\n**Import prefix:** Use `goimports` with `local-prefixes: volcano.sh` (configured in .golangci.yml)\n\n### Naming Conventions\n\n- **Packages:** Short, lowercase, single word (e.g., `cache`, `scheduler`, `util`)\n- **Exported types:** PascalCase (e.g., `SchedulerCache`, `NodeInfo`, `TaskInfo`)\n- **Unexported types:** camelCase (e.g., `defaultEvictor`, `defaultBinder`)\n- **Interfaces:** Descriptive names, often ending in -er (e.g., `Binder`, `Evictor`, `StatusUpdater`)\n- **Functions:** PascalCase (exported) or camelCase (unexported), verb-noun pattern (e.g., `NewNodeInfo`, `AddTask`, `allocateIdleResource`)\n- **Variables:** Short names in local scope (e.g., `pg`, `sc`, `ni`, `err`, `ctx`), descriptive names at package level\n- **Test functions:** `Test__` or `Test`\n\n### Error Handling\n\n**Pattern A: Immediate return with context**\n```go\nif err != nil {\n return fmt.Errorf(\"failed to find Job %v for Task %v\", jobID, taskID)\n}\n```\n\n**Pattern B: Logging with klog**\n```go\nif err != nil {\n klog.Errorf(\"Failed to update pod <%v/%v> status: %v\", pod.Namespace, pod.Name, err)\n return err\n}\n```\n\n**Pattern C: Error accumulation**\n```go\nif len(errs) != 0 {\n return fmt.Errorf(\"failed to kill %d pods of %d\", len(errs), total)\n}\n```\n\n**Guidelines:**\n- Use `fmt.Errorf` for error context (no error wrapping packages)\n- Use `klog` for structured logging with verbosity levels (V(3), V(4), etc.)\n- Check errors immediately: `if err != nil`\n- Never ignore errors without explicit justification\n\n### Comments and Documentation\n\n**File headers:** Apache 2.0 license (see existing files)\n\n**Function documentation:** GoDoc style (starts with function name)\n```go\n// New returns a Cache implementation that manages scheduler state.\nfunc New(config *rest.Config, ...) Cache { ... }\n\n// AddTask adds a task to the node and updates resource allocation.\nfunc (ni *NodeInfo) AddTask(task *TaskInfo) error { ... }\n```\n\n**Struct documentation:**\n```go\n// NodeInfo is node-level aggregated information including resources,\n// state, and scheduled tasks.\ntype NodeInfo struct {\n Name string\n State NodeState\n // The releasing resource on that node\n Releasing *Resource\n}\n```\n\n**Inline comments:** Explain \"why\" not \"what\", use sparingly for complex logic\n\n### Formatting\n\n- **Indentation:** Tabs (not spaces) - enforced by `gofmt`\n- **Line length:** No strict limit, but be reasonable (typically < 120 characters)\n- **Blank lines:** Separate logical blocks, one blank line between functions\n- **Whitespace:** Use `whitespace` linter settings (no trailing whitespace)\n\n### Test Patterns\n\n**Table-driven tests:**\n```go\nfunc TestKillJob(t *testing.T) {\n testcases := []struct {\n Name string\n Job *v1alpha1.Job\n ExpectVal error\n }{\n {\n Name: \"KillJob success case\",\n Job: &v1alpha1.Job{...},\n ExpectVal: nil,\n },\n }\n for _, tc := range testcases {\n t.Run(tc.Name, func(t *testing.T) {\n // test logic\n })\n }\n}\n```\n\n**E2E tests:** Use Ginkgo/Gomega framework\n```go\nvar _ = Describe(\"Job E2E Test\", func() {\n It(\"should run job successfully\", func() {\n Expect(err).NotTo(HaveOccurred())\n })\n})\n```\n\n**Test helpers:** Use `build*` prefix for test object creation\n\n## Code Generation\n\n```bash\n# Generate code (CRDs, clients, informers, listers)\nmake generate-code\n\n# Generate CRD manifests\nmake manifests\n\n# Generate YAML files\nmake generate-yaml\n\n# Generate Helm charts\nmake generate-charts\n```\n\n## Agent Scheduler (vc-agent-scheduler)\n\nThe agent-scheduler is a pod-level scheduler introduced alongside the traditional batch scheduler. While `vc-scheduler` operates on jobs and podgroups (batch scheduling), `vc-agent-scheduler` schedules individual pods one at a time per cycle, similar to kube-scheduler but with Volcano's plugin architecture.\n\n### Architecture Comparison\n\n| Aspect | `vc-scheduler` (Batch) | `vc-agent-scheduler` (Pod-level) |\n|---|---|---|\n| Scheduling unit | Jobs / PodGroups | Individual pods |\n| Package | `pkg/scheduler/` | `pkg/agentscheduler/` |\n| Plugin interface | `scheduler/framework.Plugin` | `agentscheduler/framework.Plugin` |\n| Action interface | `scheduler/framework.Action` | `agentscheduler/framework.Action` |\n| Default actions | enqueue, allocate, preempt, reclaim, backfill | allocate |\n| Default plugins | ~15+ (gang, proportion, predicates, nodeorder, etc.) | predicates, nodeorder |\n| Unique concepts | Jobs, Queues, PodGroups, gang scheduling | Sharding (ShardCoordinator), Workers, SchedulingContext |\n","/bin/bash -lc 'sed -n '\"'\"'1,260p'\"'\"' AGENTS.md'",[692],"31092",{"_465":693,"_168":534,"_158":534,"_93":513},"sed -n '1,260p' AGENTS.md",{"_408":695,"_400":401,"_410":84},{"_463":-5,"_465":689,"_467":696,"_469":470,"_471":-5,"_473":-5,"_42":683,"_474":691,"_476":477,"_405":487,"_93":478},[697],{"_465":693,"_168":534,"_158":534,"_93":513},{"_408":699,"_400":401,"_410":84},{"_447":700,"_438":683,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"sed -n '1,260p' AGENTS.md\"}",{"_408":702,"_400":401,"_410":84},{"_411":-5,"_430":703,"_42":704,"_414":-5,"_433":705,"_93":435},"gAAAAABplzFO-LoKMTX_DV22N3OKBA3sthR7PX1BRQgHe1Z91_z-wNEKlFt1PDPD-lC9KknVxy4qXm_YH9_L4ljT8ontTNcfyNlM2i4Iv82YGwph215bBo918PfJ7Tx8aLAooLtH3Z5d7-yifUKafMFbZ4TFx1gqklGRjPXuWLdYCkHQwbOZDwLp9SpqEsP7Je4qUh7TitULb6cCYUytYctZOAZapK6LrvVRDbeVwHIbmwK5vcKbbYmCWpE1gDtDxP2joh1dexSCRbZb5IZjKXIRv5wkM7_VMkNjS-gEmaMx9HfnBEjWgB5HS43N58ov1_hiHWMoEklSP_kU4mB6GLgfeYBhhKub8OxH6HtqTSNe3IpXpeDnl4u8Au6dNjUu5rJbozFPKEZKuomG2yD4IpHPOqCUMNMBeb0-nzDZNZkqySRf895iDuNuh0vQaCtmeTNQNLuN6A1YlKYF_Z22JU7ZRv7ojFfigWaGTCDM0vcPEIxYeo7lSRsDCHGZJW0IN6-P2LeJzUX8sPSsx6jNrTVfvCOOVbHyFX-U2sVry1dzhVzr_mb6tUWzw-LJRYExYCOR5HVtb7x4EoR1IS7TE4imdjBOANOSqcR2x9ZchaNlxbFCv2R_HrvRuKTB9N0Dyluwybvf30ovHymkoYEy-Sd00J1YVXd6vCVGkyPOSVkcj9Z2jnQGSUlmCjzUhOaHRGPfi3TA5U5xSyefJqMEdiI7IcaNwdbgRyvH8l43qDP5_xieUFzBG8l1H24rXTkXKP51Koh5ipRvnvftfQxwYocQtPMlWIcYiXui-5W90qoUFToCp9pk17uh0XnmvPuZ9lcBui-chODeE-T7cdYCRtM9oellS19EYIMOiZSL9TMmu0lfHUsJgXhEGwkpUZ6XNySoR1AmOTbfmgzjUNrvjpEgoueIxT9atxsknZf-1tg72cH-w_O_Y01y77w5JwF-Mz8rRZx4fDmEWvoG0GDm51Uxaxdxb4NeYUYyQYKRNxBpu89DHSTJ8kH3HVT74fLxk7wUlekLUE6xfIQhrfscq_6qWW6JbmRweggHn4yVF4MY8WIXEZLdku-3kDKQReeYPIS1WMTgeYnWRsXlAU36aNasLsb2fJNEwQSwr5TrWpDczhXZLFypyyYXeSR8-itg1MR18iMx3a7OvZGSOwsJbW0-C1WokoJb8A==","legacy_responseItem_reasoning_5",[],{"_408":707,"_400":401,"_410":84},{"_438":708,"_42":-5,"_414":-5,"_440":709,"_93":442},"call_JgKrdEDGIMnVVOb5KYipGjsz",{"_296":710,"_444":-5},"Chunk ID: 902660\nWall time: 0.0506 seconds\nProcess exited with code 0\nOriginal token count: 6\nOutput:\n.gitignore\nAGENTS.md\n",{"_408":712,"_400":401,"_410":84},{"_463":713,"_465":714,"_467":715,"_469":470,"_471":556,"_473":32,"_42":708,"_474":716,"_476":477,"_405":114,"_93":478},".gitignore\nAGENTS.md\n","/bin/bash -lc 'git diff --name-only f4db07d5cf52140b068853463ca72d0e10ab88cf..HEAD'",[717],"9139",{"_465":718,"_93":482},"git diff --name-only f4db07d5cf52140b068853463ca72d0e10ab88cf..HEAD",{"_408":720,"_400":401,"_410":84},{"_463":-5,"_465":714,"_467":721,"_469":470,"_471":-5,"_473":-5,"_42":708,"_474":716,"_476":477,"_405":487,"_93":478},[722],{"_465":718,"_93":482},{"_408":724,"_400":401,"_410":84},{"_447":725,"_438":708,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"git diff --name-only f4db07d5cf52140b068853463ca72d0e10ab88cf..HEAD\"}",{"_408":727,"_400":401,"_410":84},{"_411":-5,"_430":728,"_42":729,"_414":-5,"_433":730,"_93":435},"gAAAAABplzFM-cIU7NWoOlFn1pkS5cZ7DDSfj_P7sVM12kS_AUpPoClPX8cN3hmJLOgT0h4uSzv-pm6_dvOA4XVP6SuyGaK6fW7HiSZ8Xo3ybmaM8Qerm7emOQirBs2ccFBqCrW9WF14lGmQaPpi1T1CJ6HeR2OR0qLG-jF07RGmTOJnK1sfhiQs1RbWzg_AGP1k69emn2tOB6mmEmJgxqrhXuQvMyPEzFnzD77glurtkyU6i-9jfI0zH-M7pYNuZoW79cbpCMzORCPGMdhcUXK_-OVF4nReQ_OC27eUoyzpb_Rm1pUW7SFSSWliYu9za2J2IeoLnFgE1kLEmqN4wp9GS6jKESbQqrPAN7QlpTiYA6EVdrLYeJ1R4t6PHG5Qa8FFu6ap45LqdUKOdSd4mMUHkc2A7X5wFWWWWxbe19PK5zpetJ92pDNfjZ3JSEuo13C_Lg977hxSi3lDy0CHQzye01fQy0EEzbLhduwrzRLu2DcKVMER35cLbIT-piuk7a1GHZI3PZgT-X7Toosay6JIt8KcVuTOL-dYf41bBqvUx080Fz8WuoMYwvt45csHoSOceyIDXCpIlras1oQcSO4VnTutYLZKywDRrtDFkeMRsZVGJ4VDpOIjXBkpNCzk2TXq_JDugl7GUqVKL8qGh8xqD8yy0Wk1izu_5eQjB-GIC9iA_OlDE6xxbe5DsQDCDNHPyinyyJaltH-8bsq7S35Ku2auQSMYoLyn4kJO8slIX5BUN8CIfWWMOjHURW18q14FFHPjfHvlhTtgBcABob37CzDA_-n8uB4h5qEv8A_sgeJgkPKRpOfezewspi7LOBWyXyjPuLJEr0zS2EHG3_rrn587WRlmGea-NhCHWrR6tmJTinOAa7DnCLRb7OfX69NwMhnorMDDN4c8Yw32zd2LZ_mSDSdcZ4v4Yi8tU-mdpgJAb1Ka8LVRrnrwxbLXOc8eBe5ZBwzijc94Qr9T3uJtWHn4ysTMpJZqVgzNDESasT_NO9H-RJ-h2UxT3v_VLcrNNB5_g7MH6eg1MZWrn_n5p6-c-xtzpJ0rBitg2d8VsbFPwDSs_PjdVBiDJPF47CiuJpvhTiTRl1WP1GfTu3qRM4EHt44dxtxwNMZXzbF2xB0vAr93R03Dp91spoLFpWlT2reGBJAfKh9HIPP4J7avqkI1ArUatLyWYcTw17XkT74iWEBm3QXm44iCmavVYUTwDs-Z0XqK540aYqMekQjMCBM7aNy__2Q15kn16osSn06SFtiPVKP02IF65tuuWLnVNx7VbhzKfXdZeWEYh3iY8qQLP_HbeYLdhfjS05tbLhDkf8f1yz-KPUSj1ye4B8jBbRqP3omfq44G0WIReQfvhgvFy72QzHrnBElEjalawf9J6evUvFWtBtdg3BT9xqpgarnWhM4ojQD1H3sYB1L5NSlQFgrCCRFJKeGVgVdFXT2VBd0X0KmNzrK4cdJycC23RLud5zrmX4r6iC5QchpjKbaFsUFSMUoY2LzF5CeV097rhsxhS_HNzUp6cKcha4sUhI0kwlqguvkPm-3l70jbc-hWykKIzUpG7b4OYEczetV8oxopvIINXauT9Da43r5wpN_tGjGZRgttiyZuBchopNZb4Cgd-HARUXYf9AI5s18yz-hSJRAo5VWnhAwE9pGVYC-6ig1XJ_A9Vkh3WXklZU2ZE2H6SQLfzfDpR46qg9OKOcGha5bBdd7rulTpLrO7sM0kEXG5ZdQH26xe7kpXz14E5IdbUQ==","legacy_responseItem_reasoning_4",[],{"_408":732,"_400":401,"_410":84},{"_438":733,"_42":-5,"_414":-5,"_440":734,"_93":442},"call_kMS3ZkoP96oVoeASJMRRIOR7",{"_296":735,"_444":-5},"Chunk ID: c93db2\nWall time: 0.0510 seconds\nProcess exited with code 0\nOriginal token count: 6\nOutput:\n../volcano/AGENTS.md\n",{"_408":737,"_400":401,"_410":84},{"_463":738,"_465":739,"_467":740,"_469":470,"_471":556,"_473":32,"_42":733,"_474":741,"_476":477,"_405":114,"_93":478},"../volcano/AGENTS.md\n","/bin/bash -lc 'find .. -name AGENTS.md -print'",[742],"12000",{"_465":743,"_158":744,"_745":534,"_93":746},"find .. -name AGENTS.md -print","..","query","search",{"_408":748,"_400":401,"_410":84},{"_463":-5,"_465":739,"_467":749,"_469":470,"_471":-5,"_473":-5,"_42":733,"_474":741,"_476":477,"_405":487,"_93":478},[750],{"_465":743,"_158":744,"_745":534,"_93":746},{"_408":752,"_400":401,"_410":84},{"_447":753,"_438":733,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"find .. -name AGENTS.md -print\"}",{"_408":755,"_400":401,"_410":84},{"_411":-5,"_430":756,"_42":757,"_414":-5,"_433":758,"_93":435},"gAAAAABplzFIbHmRntdrw9MuPwBWCV8V4TJ4E8TpOktvny4R0L825yhGKehJ7XavvvrbonIgZN2xqfgcm6EEpGx_xXZ2WYgs_7LfEhm_wmctorQxexAN-Ake8wiTQ4mOMkFlgOqeNR20BHjXkKsUv_HXJQyg--v5u8UYVfSGdylC9mWgPodu_Cy5cpn8ZAOc1rzIeH_Yqva8VtxUrSryk2GguwCTkJ7vQZOcQ203ws_Pl6RMe6RTdY2hKrNpixqOldxhW1HspwulDOhDdeMcGAXvOBb33TmvidLKYqdRcwOlugjqQlfQ9Kb8YtXJRcBhmQHLmIssijMDlH3CWEtqjdnBmcUVMycX8WZradh0rx21riFxqkgJt3FOgZWowdNvbZVErzxBGkz2RrU-yDRh4CQ-n6HW9kVCZXh5aQB4_qzTE5b9C8mOvQ3CqGcu-eqamXHlfRyRKOz8R41e0W39CdWMcgerdiLXB8d9mcdmfpwLB7zx1syJq2y39roD-VekrVzQXGGGIzjGDFjAEjeKCYncP1hNNnU6QdUZ-D3E1AX2SosncJrDuE_-fiqMpDOTLCtixdbzNTF_o2muLNfGQMoK0yr5bWBj_z_7VY9Q_fLgT37ptoLKeh4NciOcfbdE6mFGF2EIURSD67naTNdoo_FdWcu4v3qOTKRpspcnPTIA3BzcO3UnEo1_h7G5y6iEN8jHNQb7ALj8CuD8BIHaQdI3kihF1vqPrxJ7mwgPKTGtVTvUxyfyJC39G76ef4u0PJ_m6dr--ckGyTdesibT9ASo-cez5VOcfrLsvQpjdyQScp1VdoU4o7khTnOnj326BMMIxF1eZEFHeU0Mtw2wK9f72_TH7HLe7ltokz-MWRu5fvjOVpo5-0w=","legacy_responseItem_reasoning_3",[],{"_408":760,"_400":401,"_410":84},{"_438":761,"_42":-5,"_414":-5,"_440":762,"_93":442},"call_XbqkKO2R1yBnE9vc2ikMShvd",{"_296":763,"_444":-5},"Chunk ID: 59cf35\nWall time: 0.0506 seconds\nProcess exited with code 0\nOriginal token count: 51\nOutput:\nCHANGELOG.md\nCITATION.cff\nLICENSE\ndefs/Makefile.dev.def\ndefs/Makefile.release.def\nOWNERS\nbenchmark/sh/base.sh\nbenchmark/sh/benchmark.sh\nbenchmark/sh/kwok/kwok-uninstall.sh\nbenchmark/sh/kwok/kwok-setup.sh\n",{"_408":765,"_400":401,"_410":84},{"_463":766,"_465":767,"_467":768,"_469":470,"_471":556,"_473":32,"_42":761,"_474":769,"_476":477,"_405":114,"_93":478},"CHANGELOG.md\nCITATION.cff\nLICENSE\ndefs/Makefile.dev.def\ndefs/Makefile.release.def\nOWNERS\nbenchmark/sh/base.sh\nbenchmark/sh/benchmark.sh\nbenchmark/sh/kwok/kwok-uninstall.sh\nbenchmark/sh/kwok/kwok-setup.sh\n","/bin/bash -lc 'rg --files | head'",[770],"31872",{"_465":771,"_158":-5,"_93":772},"rg --files","listFiles",{"_408":774,"_400":401,"_410":84},{"_463":-5,"_465":767,"_467":775,"_469":470,"_471":-5,"_473":-5,"_42":761,"_474":769,"_476":477,"_405":487,"_93":478},[776],{"_465":771,"_158":-5,"_93":772},{"_408":778,"_400":401,"_410":84},{"_447":779,"_438":761,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"rg --files | 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ID: 255680\nWall time: 0.2040 seconds\nProcess exited with code 0\nOriginal token count: 0\nOutput:\n",{"_408":791,"_400":401,"_410":84},{"_463":182,"_465":792,"_467":793,"_469":470,"_471":794,"_473":32,"_42":787,"_474":795,"_476":477,"_405":114,"_93":478},"/bin/bash -lc 'git status --short'",[796],203,"75077",{"_465":797,"_93":482},"git status --short",{"_408":799,"_400":401,"_410":84},{"_463":-5,"_465":792,"_467":800,"_469":470,"_471":-5,"_473":-5,"_42":787,"_474":795,"_476":477,"_405":487,"_93":478},[801],{"_465":797,"_93":482},{"_408":803,"_400":401,"_410":84},{"_447":804,"_438":787,"_42":-5,"_414":-5,"_168":493,"_449":-5,"_93":450},"{\"cmd\":\"git status 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are Codex, assisting with follow-up actions on a GitHub pull request.\n\nInput blocks\n------------\n… # The comment or event that invoked you\n… # PR metadata (title, branches, SHAs, status, etc.)\n… # Comments / Reviews for the PR\n\nPossible triggers\n• A user mentions you (@codex)\n• A reviewer requests changes\n• An automated or internal system asks you to review / update\n\nGuidelines\n1. Read the block first and treat it as the primary intent.\n2. Always consult and to interpret and validate the trigger; use only context that materially affects your decision and ignore the rest.\n3. If the trigger comes from a comment thread, the first block will be combined earlier comments from the same thread, clearly indicated with `Comments in the same thread`.\n4. Remaining blocks are in chronological order, oldest first, one block per comment.\n5. When the trigger relates to CI/build status (e.g., “help me fix CI”), incorporate CI/status details found in as supporting context.\n6. If code change is needed, generate a **new** PR with the requested changes. The PR title and message should summarize the changes **on top** of the original pull request.\ndone please try again.\\n@codex{\"title\":\"docs: add AI coding agent developer guide\",\"body\":\"## Summary\\n\\n- Adds `AGENTS.md` with a comprehensive developer guide for AI coding agents working on the Volcano codebase\\n- Covers build commands, testing, code style guidelines (imports, naming, error handling, comments, formatting), code generation, commit message format, linter configuration, and key directory structure\\n- Updates `.gitignore` accordingly\\n\\n## Motivation\\n\\nProviding AI coding agents with structured project context enables them to produce code that follows Volcano's conventions consistently, reducing review friction and improving contribution quality.\",\"base_ref\":\"f4db07d5cf52140b068853463ca72d0e10ab88cf\",\"head_ref\":\"c4fbe5ae2bc047b5cc83b923cc6b4efaae3f35b8\",\"merge_commit_sha\":null,\"type\":\"pull_request_info\"}{\"type\":\"pull_request_comment\",\"body\":\"@codex What do you think?\",\"path\":null,\"side\":null,\"line\":null}{\"type\":\"pull_request_comment\",\"body\":\"To use Codex here, [create an environment for this repo](https://chatgpt.com/codex/settings/environments).\",\"path\":null,\"side\":null,\"line\":null}","text_elements",[],{"_408":821,"_400":401,"_410":84},{"_812":-5,"_411":822,"_42":814,"_93":815},[823],{"_46":817,"_818":824,"_93":46},[],{"_408":826,"_400":401,"_410":84},{"_411":827,"_413":-5,"_42":-5,"_414":-5,"_415":-5,"_97":307,"_93":416},[828],{"_46":817,"_93":598},{"_408":830,"_400":401,"_410":84},{"_411":831,"_413":-5,"_42":-5,"_414":-5,"_415":-5,"_97":307,"_93":416},[832],{"_46":833,"_93":598},"\n /workspace/volcano\n bash\n",{"_408":835,"_400":401,"_410":84},{"_411":836,"_413":-5,"_42":-5,"_414":-5,"_415":-5,"_97":307,"_93":416},[837],{"_46":838,"_93":598},"# AGENTS.md instructions for /workspace/volcano\n\n\n# Volcano Developer Guide for AI Coding Agents\n\nThis guide provides essential information for AI coding agents working on the Volcano codebase.\n\n## Project Overview\n\nVolcano is a Kubernetes-native batch scheduling system written in Go 1.24+. It extends kube-scheduler for AI/ML, Big Data, and HPC workloads. The project follows standard Go conventions with Kubernetes-specific patterns.\n\n## Build Commands\n\n### Core Binaries\n```bash\n# Build all components\nmake all\n\n# Build individual components\nmake vc-scheduler # Batch scheduler (job/podgroup-level)\nmake vc-agent-scheduler # Agent scheduler (pod-level)\nmake vc-controller-manager # Controller manager\nmake vc-webhook-manager # Webhook admission controller\nmake vc-agent # Agent node daemon (QoS, oversubscription)\nmake vcctl # CLI tool\n\n# Build command-line utilities\nmake command-lines # vcancel, vresume, vsuspend, vjobs, vqueues, vsub\n\n# Clean build artifacts\nmake clean\n```\n\n### Docker Images\n```bash\n# Build all images\nmake images\n\n# Build individual component images\nmake vc-scheduler-image\nmake vc-agent-scheduler-image\nmake vc-controller-manager-image\nmake vc-webhook-manager-image\nmake vc-agent-image\n```\n\n## Testing Commands\n\n### Unit Tests\n```bash\n# Run all unit tests\nmake unit-test\n\n# Run tests for specific package\ngo test -v volcano.sh/volcano/pkg/scheduler/cache\n\n# Run single test function\ngo test -v volcano.sh/volcano/pkg/scheduler/cache -run TestGetOrCreateJob\n\n# Run with race detector\ngo test -race volcano.sh/volcano/pkg/...\n\n# Clean test cache before running\ngo clean -testcache\n```\n\n### E2E Tests\n```bash\n# Run all e2e tests\nmake e2e\n\n# Run specific e2e test suites\nmake e2e-test-schedulingbase\nmake e2e-test-schedulingaction\nmake e2e-test-jobp\nmake e2e-test-jobseq\nmake e2e-test-vcctl\nmake e2e-test-stress\nmake e2e-test-cronjob\nmake e2e-test-admission-webhook\n```\n\n### Linting and Verification\n```bash\n# Run golangci-lint\nmake lint\n\n# Verify formatting and generated code\nmake verify\n\n# Verify generated YAML files\nmake verify-generated-yaml\n\n# Check licenses\nmake lint-licenses\n```\n\n## Code Style Guidelines\n\n### Import Organization\n\nUse **3-section imports** with blank lines between:\n\n```go\nimport (\n // Section 1: Standard library (alphabetically sorted)\n \"context\"\n \"fmt\"\n \"time\"\n\n // Section 2: Third-party packages (k8s.io, github.com, etc.)\n v1 \"k8s.io/api/core/v1\"\n metav1 \"k8s.io/apimachinery/pkg/apis/meta/v1\"\n \"k8s.io/client-go/kubernetes\"\n\n // Section 3: Local volcano.sh packages\n batch \"volcano.sh/apis/pkg/apis/batch/v1alpha1\"\n \"volcano.sh/volcano/pkg/scheduler/api\"\n)\n```\n\n**Import prefix:** Use `goimports` with `local-prefixes: volcano.sh` (configured in .golangci.yml)\n\n### Naming Conventions\n\n- **Packages:** Short, lowercase, single word (e.g., `cache`, `scheduler`, `util`)\n- **Exported types:** PascalCase (e.g., `SchedulerCache`, `NodeInfo`, `TaskInfo`)\n- **Unexported types:** camelCase (e.g., `defaultEvictor`, `defaultBinder`)\n- **Interfaces:** Descriptive names, often ending in -er (e.g., `Binder`, `Evictor`, `StatusUpdater`)\n- **Functions:** PascalCase (exported) or camelCase (unexported), verb-noun pattern (e.g., `NewNodeInfo`, `AddTask`, `allocateIdleResource`)\n- **Variables:** Short names in local scope (e.g., `pg`, `sc`, `ni`, `err`, `ctx`), descriptive names at package level\n- **Test functions:** `Test__` or `Test`\n\n### Error Handling\n\n**Pattern A: Immediate return with context**\n```go\nif err != nil {\n return fmt.Errorf(\"failed to find Job %v for Task %v\", jobID, taskID)\n}\n```\n\n**Pattern B: Logging with klog**\n```go\nif err != nil {\n klog.Errorf(\"Failed to update pod <%v/%v> status: %v\", pod.Namespace, pod.Name, err)\n return err\n}\n```\n\n**Pattern C: Error accumulation**\n```go\nif len(errs) != 0 {\n return fmt.Errorf(\"failed to kill %d pods of %d\", len(errs), total)\n}\n```\n\n**Guidelines:**\n- Use `fmt.Errorf` for error context (no error wrapping packages)\n- Use `klog` for structured logging with verbosity levels (V(3), V(4), etc.)\n- Check errors immediately: `if err != nil`\n- Never ignore errors without explicit justification\n\n### Comments and Documentation\n\n**File headers:** Apache 2.0 license (see existing files)\n\n**Function documentation:** GoDoc style (starts with function name)\n```go\n// New returns a Cache implementation that manages scheduler state.\nfunc New(config *rest.Config, ...) Cache { ... }\n\n// AddTask adds a task to the node and updates resource allocation.\nfunc (ni *NodeInfo) AddTask(task *TaskInfo) error { ... }\n```\n\n**Struct documentation:**\n```go\n// NodeInfo is node-level aggregated information including resources,\n// state, and scheduled tasks.\ntype NodeInfo struct {\n Name string\n State NodeState\n // The releasing resource on that node\n Releasing *Resource\n}\n```\n\n**Inline comments:** Explain \"why\" not \"what\", use sparingly for complex logic\n\n### Formatting\n\n- **Indentation:** Tabs (not spaces) - enforced by `gofmt`\n- **Line length:** No strict limit, but be reasonable (typically < 120 characters)\n- **Blank lines:** Separate logical blocks, one blank line between functions\n- **Whitespace:** Use `whitespace` linter settings (no trailing whitespace)\n\n### Test Patterns\n\n**Table-driven tests:**\n```go\nfunc TestKillJob(t *testing.T) {\n testcases := []struct {\n Name string\n Job *v1alpha1.Job\n ExpectVal error\n }{\n {\n Name: \"KillJob success case\",\n Job: &v1alpha1.Job{...},\n ExpectVal: nil,\n },\n }\n for _, tc := range testcases {\n t.Run(tc.Name, func(t *testing.T) {\n // test logic\n })\n }\n}\n```\n\n**E2E tests:** Use Ginkgo/Gomega framework\n```go\nvar _ = Describe(\"Job E2E Test\", func() {\n It(\"should run job successfully\", func() {\n Expect(err).NotTo(HaveOccurred())\n })\n})\n```\n\n**Test helpers:** Use `build*` prefix for test object creation\n\n## Code Generation\n\n```bash\n# Generate code (CRDs, clients, informers, listers)\nmake generate-code\n\n# Generate CRD manifests\nmake manifests\n\n# Generate YAML files\nmake generate-yaml\n\n# Generate Helm charts\nmake generate-charts\n```\n\n## Agent Scheduler (vc-agent-scheduler)\n\nThe agent-scheduler is a pod-level scheduler introduced alongside the traditional batch scheduler. While `vc-scheduler` operates on jobs and podgroups (batch scheduling), `vc-agent-scheduler` schedules individual pods one at a time per cycle, similar to kube-scheduler but with Volcano's plugin architecture.\n\n### Architecture Comparison\n\n| Aspect | `vc-scheduler` (Batch) | `vc-agent-scheduler` (Pod-level) |\n|---|---|---|\n| Scheduling unit | Jobs / PodGroups | Individual pods |\n| Package | `pkg/scheduler/` | `pkg/agentscheduler/` |\n| Plugin interface | `scheduler/framework.Plugin` | `agentscheduler/framework.Plugin` |\n| Action interface | `scheduler/framework.Action` | `agentscheduler/framework.Action` |\n| Default actions | enqueue, allocate, preempt, reclaim, backfill | allocate |\n| Default plugins | ~15+ (gang, proportion, predicates, nodeorder, etc.) | predicates, nodeorder |\n| Unique concepts | Jobs, Queues, PodGroups, gang scheduling | Sharding (ShardCoordinator), Workers, SchedulingContext |\n\n### Plugin and Action Interfaces\n\nThe agent-scheduler has its own plugin and action interfaces distinct from the batch scheduler. When writing agent-scheduler plugins, use the interfaces from `pkg/agentscheduler/framework/`:\n\n**Action interface:**\n```go\ntype Action interface {\n Name() string\n OnActionInit(configurations []conf.Configuration)\n Initialize()\n Execute(fwk *Framework, schedCtx *agentapi.SchedulingContext)\n UnInitialize()\n}\n```\n\n**Plugin interface:**\n```go\ntype Plugin interface {\n Name() string\n OnPluginInit(fwk *Framework)\n OnCycleStart(fwk *Framework)\n OnCycleEnd(fwk *Framework)\n}\n```\n\nKey differences from the batch scheduler:\n- Actions receive a `SchedulingContext` containing a single `TaskInfo` (one pod), not a full session\n- Plugins use `OnPluginInit`/`OnCycleStart`/`OnCycleEnd` instead of `OnSessionOpen`/`OnSessionClose`\n- The `BindContextHandler` interface allows plugins to inject bind-time extensions\n\n### Key Types\n\n```go\n// SchedulingContext contains all information needed for scheduling a task\ntype SchedulingContext struct {\n Task *api.TaskInfo\n QueuedPodInfo *framework.QueuedPodInfo\n NodesInShard sets.Set[string]\n}\n\n// BindContext carries plugin-specific bind extensions\ntype BindContext struct {\n SchedCtx *SchedulingContext\n Extensions map[string]cache.BindContextExtension\n}\n```\n\n### Default Configuration\n\n```yaml\nactions: \"allocate\"\ntiers:\n- plugins:\n - name: predicates\n - name: nodeorder\n```\n\n### Sharding Model\n\nThe agent-scheduler supports node sharding via `ShardCoordinator`, allowing multiple scheduler instances to partition nodes for horizontal scaling. This concept has no equivalent in the batch scheduler.\n\n- `ShardCoordinator` tracks which nodes belong to this scheduler instance\n- Workers within a scheduler instance coordinate via revision-based node sets\n- Sharding mode is configured via `--sharding-mode` (supports `hard` and `soft` modes)\n- Node shard assignments are managed through `NodeShard` custom resources\n\n### Agent Node Daemon (vc-agent)\n\nThe `vc-agent` binary (`pkg/agent/`) is a separate node-level daemon, unrelated to the agent-scheduler. It handles:\n- **QoS management**: CPU throttling, CPU burst, memory QoS, CPU QoS, network QoS\n- **Oversubscription**: Resource reporting and policy-based extend resources\n- **Node monitoring**: Resource calculation, node health probes\n- **Eviction**: Pod eviction based on node pressure\n\nThe agent uses an event-driven architecture with probes (data sources) and handlers (actions):\n- Probes: `pkg/agent/events/probes/` (pods, noderesources, nodemonitor)\n- Handlers: `pkg/agent/events/handlers/` (cputhrottle, cpuburst, memoryqos, networkqos, eviction, etc.)\n- Configuration: File-based or ConfigMap-based config sources (`pkg/agent/config/`)\n\n## Commit Message Format\n\nFollow this convention:\n```\n: \n\n\n\nFixes #\n```\n\nExample:\n```\nscheduler: add gang scheduling support for Ray jobs\n\nThis enables Ray jobs to use gang scheduling to ensure all workers\nstart together, improving resource utilization and reducing deadlocks.\n\nFixes #1234\n```\n\n**Guidelines:**\n- Subject line ≤ 70 characters\n- Body wrapped at 80 characters\n- Focus on \"why\" not \"what\"\n\n## Linter Configuration\n\nEnabled linters (`.golangci.yml`):\n- `gofmt`, `goimports`, `govet` - Go standard checks\n- `staticcheck`, `gosimple`, `ineffassign` - Code quality\n- `typecheck`, `unused` - Type safety and dead code\n- `depguard` - Dependency restrictions (no `k8s.io/klog` v1, no `io/ioutil`)\n- `whitespace` - Formatting\n\n**Deprecated packages to avoid:**\n- `k8s.io/klog` → use `k8s.io/klog/v2`\n- `io/ioutil` → use `io` and `os` packages (Go 1.16+)\n\n## Key Directories\n\n- `cmd/` - Main applications (scheduler, agent-scheduler, controller-manager, webhook-manager, agent, cli)\n- `pkg/scheduler/` - Batch scheduler (job/podgroup-level scheduling)\n- `pkg/agentscheduler/` - Agent scheduler (pod-level scheduling, sharding)\n- `pkg/agent/` - Agent node daemon (QoS, oversubscription, eviction)\n- `pkg/controllers/` - Controllers\n- `pkg/webhooks/` - Webhooks\n- `test/e2e/` - End-to-end tests\n- `hack/` - Build and development scripts\n- `installer/` - Deployment manifests and Dockerfiles\n- `config/` - CRD definitions\n- `staging/src/volcano.sh/apis/` - API definitions (local development)\n\n## Additional Resources\n\n- [Contributing Guide](contribute.md)\n- [Development Setup](docs/development/prepare-for-development.md)\n- [Build Instructions](docs/development/development.md)\n\n\n## Skills\nA skill is a set of local instructions to follow that is stored in a `SKILL.md` file. Below is the list of skills that can be used. Each entry includes a name, description, and file path so you can open the source for full instructions when using a specific skill.\n### Available skills\n- skill-creator: Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Codex's capabilities with specialized knowledge, workflows, or tool integrations. (file: /opt/codex/skills/.system/skill-creator/SKILL.md)\n- skill-installer: Install Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path. Use when a user asks to list installable skills, install a curated skill, or install a skill from another repo (including private repos). (file: /opt/codex/skills/.system/skill-installer/SKILL.md)\n### How to use skills\n- Discovery: The list above is the skills available in this session (name + description + file path). Skill bodies live on disk at the listed paths.\n- Trigger rules: If the user names a skill (with `$SkillName` or plain text) OR the task clearly matches a skill's description shown above, you must use that skill for that turn. Multiple mentions mean use them all. Do not carry skills across turns unless re-mentioned.\n- Missing/blocked: If a named skill isn't in the list or the path can't be read, say so briefly and continue with the best fallback.\n- How to use a skill (progressive disclosure):\n 1) After deciding to use a skill, open its `SKILL.md`. Read only enough to follow the workflow.\n 2) If `SKILL.md` points to extra folders such as `references/`, load only the specific files needed for the request; don't bulk-load everything.\n 3) If `scripts/` exist, prefer running or patching them instead of retyping large code blocks.\n 4) If `assets/` or templates exist, reuse them instead of recreating from scratch.\n- Coordination and sequencing:\n - If multiple skills apply, choose the minimal set that covers the request and state the order you'll use them.\n - Announce which skill(s) you're using and why (one short line). If you skip an obvious skill, say why.\n- Context hygiene:\n - Keep context small: summarize long sections instead of pasting them; only load extra files when needed.\n - Avoid deep reference-chasing: prefer opening only files directly linked from `SKILL.md` unless you're blocked.\n - When variants exist (frameworks, providers, domains), pick only the relevant reference file(s) and note that choice.\n- Safety and fallback: If a skill can't be applied cleanly (missing files, unclear instructions), state the issue, pick the next-best approach, and continue.\n",{"_408":840,"_400":401,"_410":84},{"_411":841,"_413":-5,"_42":-5,"_414":-5,"_415":-5,"_97":842,"_93":416},[843],"developer",{"_46":844,"_93":598},"Filesystem sandboxing defines which files can be read or written. `sandbox_mode` is `danger-full-access`: No filesystem sandboxing - all commands are permitted. Network access is enabled. Approvals are your mechanism to get user consent to run shell commands without the sandbox. `approval_policy` is `never`: This is a non-interactive mode where you may NEVER ask the user for approval to run commands. Instead, you must always persist and work around constraints to solve the task for the user. You MUST do your utmost best to finish the task and validate your work before yielding. If this mode is paired with `danger-full-access`, take advantage of it to deliver the best outcome for the user. Further, in this mode, your default testing philosophy is overridden: Even if you don't see local patterns for testing, you may add tests and scripts to validate your work. 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add AGENTS.md .gitignore && git commit -m \"docs: clarify PR follow-up workflow for agents\" -m \"Add a short follow-up workflow section to AGENTS.md so Codex-style\\ncomment triggers are handled consistently with current CI and review\\ncontext. Also ignore local .codex metadata directories to prevent\\naccidental commits from environment setup steps.\\n\\nFixes #N/A\"",[958,959,960],[965,966],"process_id","exec_command_begin",{"_954":483,"_93":482},{"_954":481,"_93":482},{"_447":492,"_438":458,"_42":-5,"_168":493,"_93":450},{"_411":-5,"_430":496,"_42":-5,"_433":969,"_93":435},[],{"_438":501,"_440":503,"_93":442},[958,959,976],{"_955":975,"_957":32},[974],{"_954":511,"_168":512,"_158":512,"_93":513},51156661,"nl -ba .gitignore | tail -n 25",[958,959,976],[979],{"_954":511,"_168":512,"_158":512,"_93":513},{"_447":520,"_438":501,"_42":-5,"_168":493,"_93":450},{"_438":523,"_440":525,"_93":442},[958,959,987],{"_955":986,"_957":32},[985],{"_954":533,"_168":534,"_158":534,"_93":513},51385599,"nl -ba AGENTS.md | tail -n 40",[958,959,987],[990],{"_954":533,"_168":534,"_158":534,"_93":513},{"_447":541,"_438":523,"_42":-5,"_168":493,"_93":450},{"_411":-5,"_430":544,"_42":-5,"_433":993,"_93":435},[],{"_438":549,"_440":551,"_93":442},[958,959,559],{"_955":999,"_957":32},[998],{"_954":559,"_93":482},50872714,[958,959,559],[1002],{"_954":559,"_93":482},{"_447":566,"_438":549,"_42":-5,"_168":493,"_93":450},{"_411":-5,"_430":569,"_42":-5,"_433":1005,"_93":435},[],{"_438":574,"_440":576,"_93":442},{"_585":1010},"Success. Updated the following files:\nM .gitignore\n","patch_apply_end",{"_587":-5,"_586":-5,"_1011":583,"_93":587},"unified_diff","auto_approved",{"_585":1015},"patch_apply_begin",{"_587":-5,"_586":-5,"_1011":583,"_93":587},{"_411":1017,"_42":-5,"_97":307,"_93":416},[1018],{"_46":597,"_93":598},{"_447":601,"_438":574,"_42":-5,"_168":493,"_93":450},{"_411":-5,"_430":604,"_42":-5,"_433":1021,"_93":435},[],{"_438":609,"_440":611,"_93":442},{"_618":1025},"Success. Updated the following files:\nM 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please try again.\\n@codex\ndocs: add AI coding agent developer guide\n\n## Summary\n\n- Adds `AGENTS.md` with a comprehensive developer guide for AI coding agents working on the Volcano codebase\n- Covers build commands, testing, code style guidelines (imports, naming, error handling, comments, formatting), code generation, commit message format, linter configuration, and key directory structure\n- Updates `.gitignore` accordingly\n\n## Motivation\n\nProviding AI coding agents with structured project context enables them to produce code that follows Volcano's conventions consistently, reducing review friction and improving contribution quality.\n@codex What do you think?\nTo use Codex here, [create an environment for this repo](https://chatgpt.com/codex/settings/environments).",{},"created",1771516285.8494017,"Completing the task","event_type","info",{"_93":416,"_97":94,"_411":1592},{"_93":1193,"_1194":1195},{"_93":1170,"_1171":1172,"_1173":1174,"_1175":1176,"_1177":-5},"pr","pr_title","docs: add PR follow-up workflow and ignore local .codex metadata","pr_message","### Motivation\n- Provide a concise, repeatable follow-up workflow for AI-agent-triggered PR comments and prevent accidental commits of local Codex environment files.\n\n### Description\n- Add a `Pull Request Follow-Up Workflow` section to `AGENTS.md` with a 5-step process for handling comment-triggered iterations and update `.gitignore` to ignore the `/.codex/` directory.\n\n### Testing\n- Ran `git diff --check` and `git status --short`, and committed the changes to verify the patch applies cleanly and no whitespace or diff issues were reported.","output_diff",{"_93":1175,"_1178":470,"_129":130,"_1179":-5,"_306":1180,"_1181":1182,"_1183":311,"_1184":1185,"_1186":32,"_1187":1188,"_1189":-5},"pre_apply_patch","repo_id","preapply_patch_base_commit_sha","diff --git a/.gitignore b/.gitignore\nindex 86ac4b9b2d21e913cd150bbaf6472f7577088dbc..2ce44e62a70a625bcea85aee8d03b03f36841c04 100644\n--- a/.gitignore\n+++ b/.gitignore\n@@ -121,25 +121,28 @@ kubernetes.tar.gz\n # Just in time generated data in the source, should never be commited\n /test/e2e/generated/bindata.go\n \n # This file used by some vendor repos (e.g. github.com/go-openapi/...) to store secret variables and should not be ignored\n !\\.drone\\.sec\n \n /bazel-*\n *.pyc\n \n # e2e log files\n volcano-e2e-logs/\n *.log\n \n # test coverage file\n coverage.txt\n coverprofile.out*\n \n # go vendor directory\n vendor\n \n # helm dependency files\n installer/helm/chart/volcano/requirements.lock\n \n .sisyphus/\n .sisyphus/*\n+\n+# Codex local environment metadata\n+.codex/\ndiff --git a/AGENTS.md b/AGENTS.md\nindex c1eaab351778f2984607c5a4c649574c37398f1f..999b217b9b66c5282ca4b2fc289f03be7f757fe2 100644\n--- a/AGENTS.md\n+++ b/AGENTS.md\n@@ -374,25 +374,39 @@ Enabled linters (`.golangci.yml`):\n - `whitespace` - Formatting\n \n **Deprecated packages to avoid:**\n - `k8s.io/klog` → use `k8s.io/klog/v2`\n - `io/ioutil` → use `io` and `os` packages (Go 1.16+)\n \n ## Key Directories\n \n - `cmd/` - Main applications (scheduler, agent-scheduler, controller-manager, webhook-manager, agent, cli)\n - `pkg/scheduler/` - Batch scheduler (job/podgroup-level scheduling)\n - `pkg/agentscheduler/` - Agent scheduler (pod-level scheduling, sharding)\n - `pkg/agent/` - Agent node daemon (QoS, oversubscription, eviction)\n - `pkg/controllers/` - Controllers\n - `pkg/webhooks/` - Webhooks\n - `test/e2e/` - End-to-end tests\n - `hack/` - Build and development scripts\n - `installer/` - Deployment manifests and Dockerfiles\n - `config/` - CRD definitions\n - `staging/src/volcano.sh/apis/` - API definitions (local development)\n \n ## Additional Resources\n \n - [Contributing Guide](contribute.md)\n - [Development Setup](docs/development/prepare-for-development.md)\n - [Build Instructions](docs/development/development.md)\n+\n+## Pull Request Follow-Up Workflow\n+\n+When a pull request comment mentions an AI coding agent for follow-up work,\n+use this lightweight workflow:\n+\n+1. Read the trigger comment first and identify the concrete request.\n+2. Review newer review comments and CI status to avoid repeating stale fixes.\n+3. Make only incremental changes on top of the PR branch.\n+4. Validate the changed scope with targeted commands before posting updates.\n+5. Summarize the change with clear verification results and next steps.\n+\n+This keeps follow-up iterations small, reviewable, and directly tied to the\n+latest reviewer feedback.\n","external_storage_diff",{"_1190":1191,"_1192":-5},"files_modified","lines_added",17,"lines_removed","commit_message","docs: clarify PR follow-up workflow for agents\n\nAdd a short follow-up workflow section to AGENTS.md so Codex-style\\ncomment triggers are handled consistently with current CI and review\\ncontext. Also ignore local .codex metadata directories to prevent\\naccidental commits from environment setup steps.\\n\\nFixes 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Volcano Developer Guide for AI Coding Agents","This guide provides essential information for AI coding agents working on the Volcano codebase.","## Project Overview","Volcano is a Kubernetes-native batch scheduling system written in Go 1.24+. It extends kube-scheduler for AI/ML, Big Data, and HPC workloads. The project follows standard Go conventions with Kubernetes-specific patterns.","## Build Commands","### Core Binaries","```bash","# Build all components","make all","# Build individual components","make vc-scheduler # Batch scheduler (job/podgroup-level)","make vc-agent-scheduler # Agent scheduler (pod-level)","make vc-controller-manager # Controller manager","make vc-webhook-manager # Webhook admission controller","make vc-agent # Agent node daemon (QoS, oversubscription)","make vcctl # CLI tool","# Build command-line utilities","make command-lines # vcancel, vresume, vsuspend, vjobs, vqueues, vsub","# Clean build artifacts","make clean","```","### Docker Images","# Build all images","make images","# Build individual component images","make vc-scheduler-image","make vc-agent-scheduler-image","make vc-controller-manager-image","make vc-webhook-manager-image","make vc-agent-image","## Testing Commands","### Unit Tests","# Run all unit tests","make unit-test","# Run tests for specific package","go test -v volcano.sh/volcano/pkg/scheduler/cache","# Run single test function","go test -v volcano.sh/volcano/pkg/scheduler/cache -run TestGetOrCreateJob","# Run with race detector","go test -race volcano.sh/volcano/pkg/...","# Clean test cache before running","go clean -testcache","### E2E Tests","# Run all e2e tests","make e2e","# Run specific e2e test suites","make e2e-test-schedulingbase","make e2e-test-schedulingaction","make e2e-test-jobp","make e2e-test-jobseq","make e2e-test-vcctl","make e2e-test-stress","make e2e-test-cronjob","make e2e-test-admission-webhook","### Linting and Verification","# Run golangci-lint","make lint","# Verify formatting and generated code","make verify","# Verify generated YAML files","make verify-generated-yaml","# Check licenses","make lint-licenses","## Code Style Guidelines","### Import Organization","Use **3-section imports** with blank lines between:","```go","import ("," // Section 1: Standard library (alphabetically sorted)"," \"context\""," \"fmt\""," \"time\""," // Section 2: Third-party packages (k8s.io, github.com, etc.)"," v1 \"k8s.io/api/core/v1\""," metav1 \"k8s.io/apimachinery/pkg/apis/meta/v1\""," \"k8s.io/client-go/kubernetes\""," // Section 3: Local volcano.sh packages"," batch \"volcano.sh/apis/pkg/apis/batch/v1alpha1\""," \"volcano.sh/volcano/pkg/scheduler/api\"",")","**Import prefix:** Use `goimports` with `local-prefixes: volcano.sh` (configured in .golangci.yml)","### Naming Conventions","- **Packages:** Short, lowercase, single word (e.g., `cache`, `scheduler`, `util`)","- **Exported types:** PascalCase (e.g., `SchedulerCache`, `NodeInfo`, `TaskInfo`)","- **Unexported types:** camelCase (e.g., `defaultEvictor`, `defaultBinder`)","- **Interfaces:** Descriptive names, often ending in -er (e.g., `Binder`, `Evictor`, `StatusUpdater`)","- **Functions:** PascalCase (exported) or camelCase (unexported), verb-noun pattern (e.g., `NewNodeInfo`, `AddTask`, `allocateIdleResource`)","- **Variables:** Short names in local scope (e.g., `pg`, `sc`, `ni`, `err`, `ctx`), descriptive names at package level","- **Test functions:** `Test__` or `Test`","### Error Handling","**Pattern A: Immediate return with context**","if err != nil {"," return fmt.Errorf(\"failed to find Job %v for Task %v\", jobID, taskID)","}","**Pattern B: Logging with klog**"," klog.Errorf(\"Failed to update pod <%v/%v> status: %v\", pod.Namespace, pod.Name, err)"," return err","**Pattern C: Error accumulation**","if len(errs) != 0 {"," return fmt.Errorf(\"failed to kill %d pods of %d\", len(errs), total)","**Guidelines:**","- Use `fmt.Errorf` for error context (no error wrapping packages)","- Use `klog` for structured logging with verbosity levels (V(3), V(4), etc.)","- Check errors immediately: `if err != nil`","- Never ignore errors without explicit justification","### Comments and Documentation","**File headers:** Apache 2.0 license (see existing files)","**Function documentation:** GoDoc style (starts with function name)","// New returns a Cache implementation that manages scheduler state.","func New(config *rest.Config, ...) Cache { ... }","// AddTask adds a task to the node and updates resource allocation.","func (ni *NodeInfo) AddTask(task *TaskInfo) error { ... }","**Struct documentation:**","// NodeInfo is node-level aggregated information including resources,","// state, and scheduled tasks.","type NodeInfo struct {"," Name string"," State NodeState"," // The releasing resource on that node"," Releasing *Resource","**Inline comments:** Explain \"why\" not \"what\", use sparingly for complex logic","### Formatting","- **Indentation:** Tabs (not spaces) - enforced by `gofmt`","- **Line length:** No strict limit, but be reasonable (typically < 120 characters)","- **Blank lines:** Separate logical blocks, one blank line between functions","- **Whitespace:** Use `whitespace` linter settings (no trailing whitespace)","### Test Patterns","**Table-driven tests:**","func TestKillJob(t *testing.T) {"," testcases := []struct {"," Name string"," Job *v1alpha1.Job"," ExpectVal error"," }{"," {"," Name: \"KillJob success case\","," Job: &v1alpha1.Job{...},"," ExpectVal: nil,"," },"," }"," for _, tc := range testcases {"," t.Run(tc.Name, func(t *testing.T) {"," // test logic"," })","**E2E tests:** Use Ginkgo/Gomega framework","var _ = Describe(\"Job E2E Test\", func() {"," It(\"should run job successfully\", func() {"," Expect(err).NotTo(HaveOccurred())"," })","})","**Test helpers:** Use `build*` prefix for test object creation","## Code Generation","# Generate code (CRDs, clients, informers, listers)","make generate-code","# Generate CRD manifests","make manifests","# Generate YAML files","make generate-yaml","# Generate Helm charts","make generate-charts","## Agent Scheduler (vc-agent-scheduler)","The agent-scheduler is a pod-level scheduler introduced alongside the traditional batch scheduler. While `vc-scheduler` operates on jobs and podgroups (batch scheduling), `vc-agent-scheduler` schedules individual pods one at a time per cycle, similar to kube-scheduler but with Volcano's plugin architecture.","### Architecture Comparison","| Aspect | `vc-scheduler` (Batch) | `vc-agent-scheduler` (Pod-level) |","|---|---|---|","| Scheduling unit | Jobs / PodGroups | Individual pods |","| Package | `pkg/scheduler/` | `pkg/agentscheduler/` |","| Plugin interface | `scheduler/framework.Plugin` | `agentscheduler/framework.Plugin` |","| Action interface | `scheduler/framework.Action` | `agentscheduler/framework.Action` |","| Default actions | enqueue, allocate, preempt, reclaim, backfill | allocate |","| Default plugins | ~15+ (gang, proportion, predicates, nodeorder, etc.) | predicates, nodeorder |","| Unique concepts | Jobs, Queues, PodGroups, gang scheduling | Sharding (ShardCoordinator), Workers, SchedulingContext |","### Plugin and Action Interfaces","The agent-scheduler has its own plugin and action interfaces distinct from the batch scheduler. When writing agent-scheduler plugins, use the interfaces from `pkg/agentscheduler/framework/`:","**Action interface:**","type Action interface {"," Name() string"," OnActionInit(configurations []conf.Configuration)"," Initialize()"," Execute(fwk *Framework, schedCtx *agentapi.SchedulingContext)"," UnInitialize()","**Plugin interface:**","type Plugin interface {"," OnPluginInit(fwk *Framework)"," OnCycleStart(fwk *Framework)"," OnCycleEnd(fwk *Framework)","Key differences from the batch scheduler:","- Actions receive a `SchedulingContext` containing a single `TaskInfo` (one pod), not a full session","- Plugins use `OnPluginInit`/`OnCycleStart`/`OnCycleEnd` instead of `OnSessionOpen`/`OnSessionClose`","- The `BindContextHandler` interface allows plugins to inject bind-time extensions","### Key Types","// SchedulingContext contains all information needed for scheduling a task","type SchedulingContext struct {"," Task *api.TaskInfo"," QueuedPodInfo *framework.QueuedPodInfo"," NodesInShard sets.Set[string]","// BindContext carries plugin-specific bind extensions","type BindContext struct {"," SchedCtx *SchedulingContext"," Extensions map[string]cache.BindContextExtension","### Default Configuration","```yaml","actions: \"allocate\"","tiers:","- plugins:"," - name: predicates"," - name: nodeorder","### Sharding Model","The agent-scheduler supports node sharding via `ShardCoordinator`, allowing multiple scheduler instances to partition nodes for horizontal scaling. This concept has no equivalent in the batch scheduler.","- `ShardCoordinator` tracks which nodes belong to this scheduler instance","- Workers within a scheduler instance coordinate via revision-based node sets","- Sharding mode is configured via `--sharding-mode` (supports `hard` and `soft` modes)","- Node shard assignments are managed through `NodeShard` custom resources","### Agent Node Daemon (vc-agent)","The `vc-agent` binary (`pkg/agent/`) is a separate node-level daemon, unrelated to the agent-scheduler. It handles:","- **QoS management**: CPU throttling, CPU burst, memory QoS, CPU QoS, network QoS","- **Oversubscription**: Resource reporting and policy-based extend resources","- **Node monitoring**: Resource calculation, node health probes","- **Eviction**: Pod eviction based on node pressure","The agent uses an event-driven architecture with probes (data sources) and handlers (actions):","- Probes: `pkg/agent/events/probes/` (pods, noderesources, nodemonitor)","- Handlers: `pkg/agent/events/handlers/` (cputhrottle, cpuburst, memoryqos, networkqos, eviction, etc.)","- Configuration: File-based or ConfigMap-based config sources (`pkg/agent/config/`)","## Commit Message Format","Follow this convention:",": ","","Fixes #","Example:","scheduler: add gang scheduling support for Ray jobs","This enables Ray jobs to use gang scheduling to ensure all workers","start together, improving resource utilization and reducing deadlocks.","Fixes #1234","- Subject line ≤ 70 characters","- Body wrapped at 80 characters","- Focus on \"why\" not \"what\"","## Linter Configuration","Enabled linters (`.golangci.yml`):","- `gofmt`, `goimports`, `govet` - Go standard checks","- `staticcheck`, `gosimple`, `ineffassign` - Code quality","- `typecheck`, `unused` - Type safety and dead code","- `depguard` - Dependency restrictions (no `k8s.io/klog` v1, no `io/ioutil`)","- `whitespace` - Formatting","**Deprecated packages to avoid:**","- `k8s.io/klog` → use `k8s.io/klog/v2`","- `io/ioutil` → use `io` and `os` packages (Go 1.16+)","## Key Directories","- `cmd/` - Main applications (scheduler, agent-scheduler, controller-manager, webhook-manager, agent, cli)","- `pkg/scheduler/` - Batch scheduler (job/podgroup-level scheduling)","- `pkg/agentscheduler/` - Agent scheduler (pod-level scheduling, sharding)","- `pkg/agent/` - Agent node daemon (QoS, oversubscription, eviction)","- `pkg/controllers/` - Controllers","- `pkg/webhooks/` - Webhooks","- `test/e2e/` - End-to-end tests","- `hack/` - Build and development scripts","- `installer/` - Deployment manifests and Dockerfiles","- `config/` - CRD definitions","- `staging/src/volcano.sh/apis/` - API definitions (local development)","## Additional Resources","- [Contributing Guide](contribute.md)","- [Development Setup](docs/development/prepare-for-development.md)","- [Build Instructions](docs/development/development.md)","## Pull Request Follow-Up Workflow","When a pull request comment mentions an AI coding agent for follow-up work,","use this lightweight workflow:","1. Read the trigger comment first and identify the concrete request.","2. Review newer review comments and CI status to avoid repeating stale fixes.","3. Make only incremental changes on top of the PR branch.","4. Validate the changed scope with targeted commands before posting updates.","5. Summarize the change with clear verification results and next steps.","This keeps follow-up iterations small, reviewable, and directly tied to the","latest reviewer feedback.",[1593,1594,1595,1596,1597],{"_1157":46,"_46":1603},{"_1157":1599,"_158":534,"_1203":1602,"_1204":1318},{"_1157":46,"_46":1601},{"_1157":1599,"_158":512,"_1203":1600,"_1204":1205},{"_1157":46,"_46":1598},"\n\n**Testing**\n* ✅ `git diff --check`\n* ✅ `git status --short`\n* ✅ `git commit -m \"docs: clarify PR follow-up workflow for agents\" -m \"Add a short follow-up workflow section to AGENTS.md so Codex-style\\ncomment triggers are handled consistently with current CI and review\\ncontext. Also ignore local .codex metadata directories to prevent\\naccidental commits from environment setup steps.\\n\\nFixes #N/A\"`","repo_file_citation",147,"\n* Updated `.gitignore` to ignore local Codex environment metadata under `.codex/`, reducing risk of accidental commits from local setup files.",400,"### Summary\n* Added a new **Pull Request Follow-Up Workflow** section to `AGENTS.md` with a 5-step process for handling comment-triggered iteration (trigger-first reading, latest review/CI validation, incremental updates, scoped validation, and clear 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