\\n\\nPreview Branches by Supabase.\\nLearn more about [Supabase Branching ↗︎](https://supabase.com/docs/guides/platform/branching).\",\"path\":null,\"side\":null,\"line\":null}{\"type\":\"pull_request_comment\",\"body\":\"\\n\\n\\n[![Review Change Stack](https://storage.googleapis.com/coderabbit_public_assets/review-stack-in-coderabbit-ui.svg)](https://app.coderabbit.ai/change-stack/BigSimmo/Database/pull/577?utm_source=github_walkthrough&utm_medium=github&utm_campaign=change_stack)\\n\\n\\n\\n\\n> [!NOTE]\\n> Currently processing new changes in this PR. This may take a few minutes, please wait...\\n> \\n>

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⚙️ Run configuration

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\\n> \\n> * `src/lib/document-enrichment.ts`\\n> * `src/lib/env.ts`\\n> * `src/lib/model-index-extraction.ts`\\n> * `src/lib/observability/answer-slo.ts`\\n> * `src/lib/openai.ts`\\n> * `src/lib/rag.ts`\\n> * `tests/answer-slo.test.ts`\\n> * `tests/document-enrichment.test.ts`\\n> * `tests/model-index-extraction.test.ts`\\n> * `tests/openai-cache.test.ts`\\n> \\n>

\\n> \\n> ```ascii\\n> _________________________________________\\n> < OODA Loop: Observe, Orient, Debug, Act. >\\n> -----------------------------------------\\n> \\\\\\n> \\\\ (\\\\__/)\\n> (•ㅅ•)\\n> / 　づ\\n> ```\\n\\n\\n\\n\\n\\n

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✨ Finishing Touches

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📝 Generate docstrings

\\n\\n- [ ] Create stacked PR\\n- [ ] Commit on current branch\\n\\n

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🧪 Generate unit tests (beta)

\\n\\n- [ ] Create PR with unit tests\\n- [ ] Commit unit tests in branch `claude/repo-task-recommendations-f32752`\\n\\n

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✨ Simplify code

\\n\\n- [ ] Create PR with simplified code\\n- [ ] Commit simplified code in branch `claude/repo-task-recommendations-f32752`\\n\\n

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\\n\\n\\n\\n\\n---\\n\\n\\n\\n\\n_{Comment `@coderabbitai help` to get the list of available commands.}\\n\\n\",\"path\":null,\"side\":null,\"line\":null}{\"type\":\"pull_request_comment\",\"body\":\"**_{_{![P2 Badge](https://img.shields.io/badge/P2-yellow?style=flat)}} Align sample env with safer answer defaults**\\n\\nChanging the schema default here does not affect deployments or dev environments that set these variables explicitly; I checked the repo config and `.env.example` still ships `OPENAI_MAX_OUTPUT_TOKENS=4000` and `OPENAI_STRONG_REASONING_EFFORT=high`. Anyone bootstrapping from that file will keep the high-effort/low-budget combination this change is meant to eliminate, so update the sample/runtime env guidance or remove those explicit overrides.\\n\\nUseful? React with 👍 / 👎.\",\"path\":\"src/lib/env.ts\",\"side\":\"RIGHT\",\"line\":84}{\"type\":\"pull_request_comment\",\"body\":\"\\n### 💡 Codex Review\\n\\nHere are some automated review suggestions for this pull request.\\n\\n**Reviewed commit:** `00ff16704e`\\n \\n\\n

ℹ️ About Codex in GitHub

\\n
\\n\\n[Your team has set up Codex to review pull requests in this repo](https://chatgpt.com/codex/cloud/settings/general). Reviews are triggered when you\\n- Open a pull request for review\\n- Mark a draft as ready\\n- Comment \\\"@codex review\\\".\\n\\nIf Codex has suggestions, it will comment; otherwise it will react with 👍.\\n\\n\\n\\n\\nCodex can also answer questions or update the PR. Try commenting \\\"@codex address that feedback\\\".\\n \\n

\",\"path\":null,\"side\":null,\"line\":null}{\"type\":\"pull_request_comment\",\"body\":\"\\n\\n\\n\\n\\n\\n@codex resolve actionable Codex review findings for this pull request and current head using the repository instructions. This is the pull request's single automatic repair pass: do not perform a fresh review, create new standalone findings, or request another review. Work only the existing unresolved Codex threads on the current head. Always fix P0 and P1 findings. For P2 and lower findings, fix only clear, scoped, low-risk issues; otherwise disposition them with a concise reason. After fixing or dispositioning a thread, reply in that thread with as the first line, followed by a concise summary; that marker authorizes the workflow to close that exact thread. If human input or new authorization is required, do not use the marker and leave the thread open with the blocker. Finish only after every actionable thread is fixed or dispositioned and closed, or explicitly left open for a human decision. Do not update the branch from main, address unrelated reviews, broaden scope, or create more than one scoped fix commit. Do not use external APIs, paid services, credentials, dependency changes, or broad refactors unless explicitly authorized. Add targeted tests where behavior changes and run the narrowest relevant validation.\",\"path\":null,\"side\":null,\"line\":null}","text_elements",[],{"_690":1358,"_671":672,"_692":678},{"_693":1359,"_695":-5,"_45":-5,"_696":-5,"_697":-5,"_100":512,"_96":699},[1360],{"_49":1354,"_96":1361},"input_text",{"_690":1363,"_671":672,"_692":678},{"_693":1364,"_695":-5,"_45":-5,"_696":-5,"_697":-5,"_100":512,"_96":699},[1365,1366],{"_49":1368,"_96":1361},{"_49":1367,"_96":1361},"\n /workspace/Database\n bash\n 2026-07-13\n Etc/UTC\n","# AGENTS.md instructions for /workspace/Database\n\n\n\n\n# This is NOT the Next.js you know\n\nThis version has breaking changes — APIs, conventions, and file structure may all differ from your training data. Read the relevant guide in `node_modules/next/dist/docs/` before writing any code. Heed deprecation notices.\n\n\n\n\n\n## Dependency shortcut\n\nWhen the user types exactly `dependency` as the entire task message, after trimming surrounding whitespace, treat it as a shortcut for safe dependency maintenance. This is a Codex chat shortcut, not an app feature, script, automation, or CI workflow.\n\nGoal:\nUpdate direct project dependencies to the newest stable compatible versions, regenerate the existing lockfile, identify source/config/test code that relies on old dependency behavior, make the smallest safe compatibility changes, and verify the result. Do not rewrite the project, switch package managers, discard user work, commit, push, deploy, or run destructive cleanup without explicit confirmation.\n\nStart with read-only inspection:\n\n- Check branch, upstream, worktrees, recent relevant history, and `git status`.\n- If on `main`, `master`, `develop`, `release/*`, or another protected/base branch, create/switch to `codex/dependency-maintenance` before editing, if safe.\n- Inspect manifests, lockfiles, package-manager config, runtime/toolchain files, workspace layout, CI config, scripts, and documented checks.\n- Detect repo-local install/dev/test/build/watch/server processes that could race dependency updates.\n- Preserve all existing staged, unstaged, and untracked user work.\n\nPackage-manager rules:\n\n- Use the package manager already used by the repo: npm, pnpm, yarn, bun, pip, poetry, uv, cargo, go, bundler, gradle, maven, dotnet, or equivalent.\n- Do not switch package managers or create a new lockfile type.\n- Respect engines, runtime versions, lockfiles, workspaces, wrappers, and repo conventions.\n- In monorepos or polyglot repos, update each ecosystem through its native workspace-aware workflow.\n\nDependency update rules:\n\n- Identify outdated direct production and development dependencies.\n- Compare both manifest ranges and locked/installed versions against latest stable compatible releases.\n- Treat “outdated packages found” exit codes as normal where applicable.\n- Avoid prerelease, alpha, beta, canary, rc, next, nightly, and experimental versions unless the stable channel points there and explain why.\n- Do not use force or legacy flags that bypass peer, engine, resolver, or lockfile integrity checks unless explicitly approved.\n- Do not run forced audit fixes or broad destructive codemods.\n- If latest is incompatible, use the newest compatible version and document why.\n- Group risky updates coherently, such as framework plus plugins, test runner plus coverage, lint core plus plugins, or runtime plus adapter packages.\n\nCompatibility audit:\n\n- For every major update and every core framework/runtime/build/test/lint/UI/database update, inspect release notes, migration guides, peer ranges, engines, and changelogs when available.\n- Search source, tests, scripts, config, and CI for imports, APIs, CLI flags, config keys, environment variables, plugin names, generated types, or file paths tied to changed dependencies.\n- If old dependency behavior is used, make the smallest safe migration that preserves behavior.\n- If migration is large, risky, architectural, or product-affecting, stop after discovery and provide a concrete fix plan with affected files, package versions, sequence, and verification commands.\n- Add or adjust focused tests only when needed to prove migrated behavior.\n\nGenerated and sensitive files:\n\n- Do not intentionally keep dependency directories, build outputs, caches, logs, local state, test artifacts, browser artifacts, `.env*`, secrets, keys, tokens, credentials, or machine-local config.\n- Manifest and existing lockfile changes are allowed.\n\nVerification:\n\n- Run a cheap baseline first when useful to distinguish pre-existing failures.\n- After updates, run install/dependency validation, then relevant lint, type check, tests, build, smoke/UI/a11y, codegen, integration checks, or equivalent.\n- For frontend/browser-facing changes, run browser/UI verification when framework, bundler, router, styling, test runner, or browser automation changed.\n- If a check fails, fix dependency-related breakage and rerun the smallest failing check before broader checks.\n- Run non-mutating audit/vulnerability checks when available.\n- Confirm no repo-owned dev server, watcher, or temporary process was left running unless requested.\n\nFinal response for `dependency` must include:\n\n- Branch and worktree state.\n- Package manager, runtime, manifests, and lockfiles detected.\n- Outdated dependencies found.\n- Dependencies updated, old version -> new version.\n- Dependencies not updated and why.\n- Files changed.\n- Compatibility migrations and old APIs found/fixed.\n- Checks run and results.\n- Checks not run and why.\n- Audit/vulnerability summary.\n- Generated/untracked files left behind.\n- Branch movement, external repo changes, or process cleanup observed.\n- Risks or follow-up work.\n- Confirmation that no commit or push was made unless explicitly requested.\n\nAfter setup:\n\n- Verify root `AGENTS.md` contains exactly one `## Dependency shortcut` section.\n- Show the final diff for `AGENTS.md`.\n- Summarize what changed.\n- Confirm no dependency update, install, test, build, audit, commit, or push was performed.\n\n\n\n\n\n## Bug-hunter shortcut\n\nWhen the user types exactly `bug-hunter` as the entire task message, after trimming surrounding whitespace, treat it as a shortcut for targeted defect discovery.\n\nExecution rules:\n\n- Invoke the `bug-hunter` skill first.\n- Prioritize reproducible defects over code style, naming, or formatting feedback.\n- Trace realistic failure paths: invalid input, empty states, retries, race/concurrency issues, stale state/cache, network/auth failures, permissions, and boundary values.\n- For each finding, include trigger, expected behavior, actual risk, and the smallest proof (or targeted test/check) that would catch it.\n- If no high-confidence defect is found, explicitly state that and list the most likely residual risk area.\n\nScope and safety:\n\n- Keep the hunt scoped to code touched by the user request unless the defect clearly crosses module boundaries.\n- Do not make broad refactors while hunting; propose minimal fixes for confirmed issues.\n- Run the smallest focused verification for each confirmed defect, then expand only if needed.\n\n\n\n\n\n## Codex review throttling and routing\n\nDo not review branches opportunistically. Review the current changed diff, PR, or branch only when the user explicitly asks for review/audit/hunter/cleanup/upload work, when CI/check failures are the task, or when the current change touches high-risk areas that require a targeted review before handoff.\n\nUse `docs/codex-review-protocol.md` as the shared review protocol for every repo-local review skill, branch/PR review, audit, bug hunt, release-readiness check, and PR/CI review.\n\nBefore reviewing a branch or PR:\n\n- Check `docs/branch-review-ledger.md` if it exists.\n- Resolve the target with `git rev-parse `.\n- If the same branch/ref and HEAD SHA were already reviewed for the same scope, summarize the prior ledger outcome and skip the repeat review unless the user explicitly requests a fresh pass.\n- If the target HEAD changed, review only the changed scope and update the ledger after the review.\n\nBefore reviewing multiple branches:\n\n- Build a short branch inventory first: branch, upstream, ahead/behind, last commit, and merged status.\n- Skip branches already merged into `main`.\n- Skip unchanged branches already recorded in `docs/branch-review-ledger.md`.\n- Do not re-review every branch after ordinary coding tasks.\n- If a repeated request targets unchanged reviewed branches, summarize the prior result and ask before doing another full pass.\n\nReview routing:\n\n- `diff-review`: Use for explicit review of the current diff, PR, or named branch. Findings first, ordered by severity, with file/line evidence.\n- `bug-hunter`: Use only for the exact `bug-hunter` shortcut or an explicit defect-hunt request. Prioritize reproducible bugs and smallest proof.\n- `repo-auditor`: Use for explicit repo-wide audit/refactor/dead-code/import/dependency-structure requests. Treat outputs as triage, not automatic delete lists.\n- `release-readiness`: Use for explicit release, merge, PR readiness, or handoff confidence requests. Do not run provider-backed gates without confirmation.\n- `branch-cleanup`: Use only when the prompt explicitly asks for branch cleanup/hygiene or branch deletion candidates. Apply `docs/branch-cleanup-guide.md` and the review ledger before inspecting branch diffs.\n- `pr-ci-fix`: Confirmation-required for this repo. GitHub/GitLab API calls, PR comments, CI reruns, commits, and pushes require explicit user approval and must respect the upload/handoff rules.\n\nWhen a branch or PR review completes, record the reviewed branch/ref, HEAD SHA, date, scope, outcome, and checks in `docs/branch-review-ledger.md`.\n\n\n\n\n\n# Local server safety\n\n- If the user says `run`, execute `npm run ensure` and return the printed URL.\n- If the user asks for UI/frontend changes, browser QA, screenshots, mobile checks, or a local app link, run `npm run ensure` before opening or testing the app, even if the user did not say `run`.\n- Never assume `localhost:3000`, `localhost:3001`, or `localhost:3002`.\n- Never attach to a local server unless `/api/local-project-id` confirms it is this project.\n- Do not kill or modify other projects' local servers. If the stable project port is busy, let `npm run ensure` choose the next safe project URL.\n- Do not run a permanent watcher. Only start or verify the server when the current chat task needs the app or the user asks to run it.\n\n\n\n\n\n# Process hardening phases\n\n- For non-trivial source/config/test changes, prefer `npm run verify:cheap` as the first broad gate and `npm run verify:pr-local` before PR handoff when the change is ready. The PR-local gate runs format plus `verify:cheap`, then conditionally adds the production build/client-bundle scan and code-backed offline RAG tests. Browser, dependency-audit, Docker/Supabase replay, and provider-backed checks remain separate gates. Use `npm run verify:pr-local -- --dry-run --files ` to inspect selection without running commands. The broader `--extended` plan is dry-run only unless explicit approval is reflected by `ALLOW_EXTENDED_PR_LOCAL=true`.\n- For UI, frontend, browser, routing, styling, reduced-motion, or forced-colors changes, run `npm run ensure` before browser work and use `npm run verify:ui` as the Chromium UI gate.\n- For release or handoff confidence, use `npm run verify:release`; this includes the full Playwright project set.\n- For clinical ingestion, answer generation, source governance, privacy, production-readiness, or environment changes, run the smallest relevant domain check plus `npm run check:production-readiness`.\n- For pull requests that touch ingestion, answer generation, search/ranking, source rendering, document access, privacy, production env, or clinical output, complete the clinical governance preflight in `.github/pull_request_template.md`.\n- Track known verification debts and staged process improvements in `docs/process-hardening.md` instead of relying on chat-only memory.\n\n\n\n\n\n# Supabase project safety\n\n- This repo targets the live Supabase project `Clinical KB Database`.\n- Expected project ref: `sjrfecxgysukkwxsowpy`.\n- Older unused project ref `qjgitjyhxrwxsrydablr` belongs to `Database`; treat it as stale and do not use it.\n- Run `npm run check:supabase-project` after changing Supabase env values.\n\n\n\n\n\n# API and provider confirmation boundary\n\n- Never run, modify, test, or otherwise interact with OpenAI, Supabase, GitHub/GitLab, hosted CI, production-like services, or provider-backed workflows without explicit user confirmation.\n- Treat indirect API usage inside scripts, tests, release checks, PR tooling, and review automation as confirmation-required too.\n- Prefer local, static, mocked, or offline checks. If a recommended verification would touch a provider, report the command and ask before running it.\n- `npm run check:supabase-project`, live PR/CI tooling, answer-generation checks, ingestion checks against live services, and release gates that call providers are not automatic.\n\n\n\n\n\n# `upload` shortcut\n\nWhen the user types exactly:\n\nupload\n\nas the entire task message, treat it as a shortcut for the safe Git handoff workflow below.\n\nThe goal is to leave useful completed work safely committed and, where safe, pushed to the current feature branch. The goal is not to merge into main, delete branches, discard work, force-push, close PRs, deploy, or perform destructive cleanup without explicit user confirmation.\n\n## Protected and base branches\n\nTreat `main`, `master`, `develop`, and `release/*` as protected/base branches for this workflow.\n\nIf `upload` is run while on `main`, automatically create or use a branch named exactly `temporary` before staging, committing, or pushing, then continue the upload workflow from `temporary`:\n\n- If neither local `temporary` nor `origin/temporary` exists, run `git switch -c temporary`.\n- If local `temporary` exists and is not checked out in another worktree, switch to it only when it is clearly safe.\n- If `origin/temporary` exists, use it only when it is clearly the matching intended branch.\n- If any `temporary` branch state is ambiguous, diverged, checked out elsewhere, or unsafe, stop and ask instead of overwriting.\n\nIf already on a non-protected feature branch, continue using that branch.\n\n## Required inspection\n\nStart with read-only inspection before making changes. Check:\n\n- Current branch or detached HEAD state\n- `git status`\n- Staged, unstaged, and untracked files\n- Recent commits relevant to the current branch\n- Remote configuration and upstream branch\n- Whether the branch is ahead, behind, or diverged\n- Whether the current branch appears protected/base\n- Other Git worktrees, if detectable\n- Available checks such as tests, lint, type check, or build scripts\n- Existing branch, commit, PR, and release-flow conventions\n\nDo not assume branch names, remotes, package managers, test commands, deployment targets, or project structure. Inspect first.\n\n## Safe actions allowed without further confirmation\n\nWhen the repository state makes it clearly safe, you may:\n\n- Stage coherent completed changes that clearly belong together\n- Create one or more logical commits with clear messages based on the diff\n- Fast-forward pull only when there are no local commits or conflict risks\n- Push the current non-protected feature branch if it has a valid upstream\n- Set an upstream for the current feature branch only when the correct remote and branch name are obvious\n- Leave the worktree clean by committing safe completed changes\n\n## Actions requiring explicit confirmation\n\nDo not perform these without asking the user first:\n\n- `git reset --hard`\n- `git clean -fd` or other destructive cleanup\n- Discarding, overwriting, or reverting uncommitted changes\n- Deleting local or remote branches\n- Renaming branches\n- Force-pushing\n- Rebasing a shared/public branch\n- Resolving divergent branch history\n- Merging into `main`, `master`, `develop`, `release/*`, or any protected/base branch\n- Closing pull requests\n- Changing GitHub default branch, branch protection, repository settings, or deployment settings\n- Modifying production data or deployment configuration\n- Committing secrets, credentials, tokens, private keys, or sensitive local configuration\n- Updating branch references where the correct replacement branch is ambiguous\n\nIf any of these seem necessary, stop and report what is risky, why it is risky, the recommended next step, and the exact confirmation needed.\n\n## Mixed, suspicious, or unsafe changes\n\nDo not automatically commit files that look like `.env` files, credentials, secrets, logs, caches, build artifacts, editor or OS files, temporary/debug files, or generated files not normally committed by this project. Report only the path and concern for possible secrets; never print secret values.\n\nIf changes appear unrelated, incomplete, experimental, or WIP, do not commit everything together automatically. Commit only clearly coherent completed changes when safe; otherwise summarize the groups and ask what should be included.\n\n## Branch cleanup and reference updates\n\nDuring `upload`, branch cleanup is limited to the current branch and its upstream unless the user explicitly asks for `branch-cleanup`, branch hygiene, deletion candidates, or stale branch review.\n\nDo not enumerate, diff, or re-review unrelated stale branches during a normal upload/handoff. If the user explicitly asks for branch cleanup, first apply `docs/branch-review-ledger.md` to skip unchanged reviewed branches, then follow `docs/branch-cleanup-guide.md`.\n\nIf stale, inappropriate, merged, or unnecessary current-branch references are detected, list cleanup candidates but do not delete or rename branches automatically.\n\nBefore recommending deletion or rename for the current branch, audit accessible references including `.github/workflows/*`, CI/CD config, deployment config, scripts, package scripts, docs, release notes or release scripts, safe environment/config files, branch-specific config, open PR metadata if accessible, and GitHub branch protection/default branch metadata if safely accessible.\n\nUpdate repo-tracked references to a renamed or replacement branch only when the old branch reference is clearly found, the replacement is obvious, the change is low-risk, and the user has approved the branch rename or deletion. If the replacement is unclear, report the reference and ask what it should point to.\n\n## Syncing and verification\n\nDo not rebase, merge, or resolve remote divergence automatically. Fast-forward pulls are allowed only when clearly safe. Push only the current non-protected feature branch when clearly safe.\n\nRun the smallest relevant checks that are available and appropriate, such as tests, lint, type check, or build checks. Do not claim checks passed unless they were actually run. If checks cannot be run, explain why and state the command that would normally be used.\n\n## Final report\n\nAfter completing `upload`, summarize the current branch and worktree state, whether the worktree is clean, what changed, files committed, commit hash and message if created, whether anything was pushed, remote branch and likely PR target, checks run and results, checks not run and why, current-branch cleanup candidates or why broader branch cleanup was skipped, branch references found or updated, risky actions skipped, and exact confirmation needed for any recommended follow-up.\n\n\n\n\n\n## Codex productivity defaults\n\n- Treat terse prompts as workflow shortcuts when the intent is clear. If the user says `run`, execute `npm run ensure`, verify the project identity through that helper, and return the printed local URL without a long log dump.\n- For non-trivial changes, start from concrete repo state: branch, `git status`, relevant package scripts, recent failures, and local logs such as `dev-server.log` when runtime behavior is involved. For architecture and module orientation, read `docs/codebase-index.md` (routes: `docs/site-map.md`).\n- For UI, browser, styling, routing, accessibility, or screenshot work, run `npm run ensure` before opening the app, then use browser QA and the smallest relevant UI proof before broader gates.\n- Prefer the smallest failing check first. For this repo, use focused Vitest or Playwright targets before widening to `npm run verify:cheap`, `npm run verify:ui`, or `npm run verify:release`.\n- When the user says `safely`, preserve unrelated staged, unstaged, and untracked work; stop only clearly repo-owned transient processes; and verify the result instead of doing broad cleanup.\n- After auth, Supabase, ingestion, answer generation, search/ranking, clinical output, or source-governance changes, run the smallest domain check plus `npm run check:production-readiness`. Run `npm run check:supabase-project` after Supabase env/config changes.\n- For handoff, archive-safety, or upload-style requests, inspect branch/upstream/status first, run the appropriate verification gate, and only commit or push when the request explicitly asks for that workflow.\n- For codebase appraisal exports, stage outside the repo, include `EXPORT_MANIFEST.md`, exclude secrets/dependencies/build outputs/local state, and verify the archive can be opened before handoff.\n- When a repeated repo-specific workflow is discovered, update this file or ask the user whether it should be remembered.\n\n\n\n## Codex GitHub review behavior\n\nThese instructions apply to Codex GitHub pull request reviews and Codex tasks started from PR comments.\n\n- Keep automatic reviews focused and cost-conscious.\n- Prioritize high-confidence findings that affect correctness, security, privacy, data loss, auth/permissions, migrations, API contracts, production reliability, clinical behavior, source governance, or user-facing behavior.\n- Do not comment on formatting, naming, style, minor cleanup, or speculative refactors unless they create a real bug or maintainability risk.\n- Prefer fewer, stronger findings over exhaustive low-value review comments.\n- An automatic review may emit at most three inline findings total. Use inline comments only for P0/P1 issues; put non-blocking P2 context in one summary and omit P3 feedback.\n- A finding must cite concrete changed code and explain the failure mode.\n- Do not suggest broad rewrites during review. Recommend the smallest change that resolves the issue.\n- Do not propose or start fixes unless explicitly asked with an `@codex fix...` or `@codex resolve...` comment, or when the repository's Codex auto-resolve workflow posts that command.\n- Treat automatic review as single-pass per pull request. Do not re-review a later head, repeat a prior finding, or create another review during an auto-resolve task unless a human explicitly requests a fresh review.\n\n### Severity calibration\n\n- P0: active security exposure, data loss/corruption already possible, severe production outage risk, credential leakage, or a critical issue that must be fixed immediately.\n- P1: security vulnerability, auth bypass, data exposure/loss, destructive migration risk, production-breaking regression, public API contract break, severe clinical/user-facing bug, or missing validation with realistic exploit/failure impact.\n- P2: important correctness bug, missing behavior test for meaningful changed behavior, edge case likely to affect users, reliability issue, unsafe assumption, or maintainability issue that will likely cause defects.\n- P3: style, naming, formatting, small cleanup, speculative improvements, or optional refactors. Avoid raising these in automatic reviews unless explicitly requested.\n\nFor GitHub automatic reviews, focus mainly on P1-level findings. If a P2 issue is important enough to block the PR, explain why it should be treated as P1.\n\n### PR risk detection\n\nWhen reviewing, identify whether the PR touches any high-risk area:\n\n- authentication or authorization\n- user data, privacy, or private document access\n- database schema, migrations, RLS, SECURITY DEFINER functions, or Supabase privileges\n- clinical answer generation, source governance, retrieval/ranking, ingestion, or document access\n- payment, billing, subscriptions, or quotas\n- public API contracts\n- production configuration or deployment behavior\n- background jobs, scheduled tasks, workers, or queue processing\n- file upload/download or generated document access\n- AI/API provider calls, paid external services, or credential-dependent workflows\n\nIf a high-risk area is touched, review more carefully for regressions, missing tests, rollback/safety notes, and conservative failure behavior.\n\n### Cost and usage control\n\nAvoid broad repeated review passes. Do not request exhaustive review behavior unless the PR touches security, auth, data loss, migrations, billing, production reliability, clinical output, source governance, or private document access. Prefer targeted validation and targeted review comments. A new commit from the automatic repair task is not permission for another automatic review.\n\n### Fix behavior\n\nWhen explicitly asked to fix or resolve review findings:\n\n- Always fix P0 and P1 findings using the best minimal fix.\n- For P2 and lower-severity findings, decide whether the issue is worth fixing automatically.\n- Fix a P2 or lower finding only when the fix is clear, scoped, low-risk, and testable.\n- Do not automatically fix a P2 or lower finding when it requires broad refactoring, product judgment, dependency changes, credentials, paid/external APIs, large design decisions, or risky behavior changes.\n- If a P2 or lower finding is not worth fixing automatically, comment with the reason and the recommended human decision, then resolve the review conversation when supported.\n- Preserve unrelated work and avoid opportunistic refactors.\n- Do not add dependencies unless the issue cannot reasonably be fixed without one.\n- Do not change secrets, credentials, environment configuration, billing settings, deployment settings, or external service setup unless explicitly requested.\n- Do not use external APIs, paid services, credentials, secrets, live Supabase projects, or OpenAI provider calls unless explicitly authorized.\n- If a finding is ambiguous, unsafe to fix automatically, or requires a large rewrite, stop and explain the decision instead of guessing.\n- Add or update the smallest relevant test when the issue affects behavior.\n- Run the narrowest relevant validation for the touched surface before broader suites.\n- Summarize fixed issues, changed files, validation run, and any remaining human decisions.\n\n### Review comment lifecycle\n\n- Treat closing review conversations as part of the task when asked to fix or resolve comments.\n- After fixing a P0 or P1 finding, reply with the fix summary and resolve the review conversation when supported by GitHub permissions/tooling.\n- After fixing an approved P2 or lower finding, reply with the fix summary and resolve the review conversation when supported.\n- After deciding not to fix a P2 or lower finding, reply with the reason, note whether it is deferred or not actionable, and resolve the review conversation when supported.\n- For every fixed or fully dispositioned thread, start the thread reply with ``. The workflow uses this trusted marker to close that exact thread.\n- Do not use the marker when human input or new authorization is required; explain the blocker and leave that thread open.\n- Do not leave a review conversation open after it has been fixed or fully dispositioned. If direct resolution is unavailable, the marker reply is the required fallback and the workflow performs the closure.\n\n### Automatic resolve trigger\n\nAutomatic Codex review is review-only by default. This repository includes `.github/workflows/codex-autofix-review-comments.yml`, which requests the resolve task automatically after Codex posts a PR review or inline review comment.\n\n- The workflow must only trigger from Codex review bot reviews or comments on open pull requests.\n- Match the trusted Codex connector bot by exact login and bot type; do not use substring login checks.\n- Keep per-pull-request concurrency on the authorized job, not the whole workflow, so unrelated review comments cannot displace a pending Codex request.\n- Pin the supported Node 24-based `actions/github-script` release to its reviewed immutable commit SHA.\n- The workflow must skip auto-resolve request comments and must never turn review-thread replies into new repair requests.\n- The workflow must treat unmarked review-thread replies as inert. A trusted Codex reply beginning with `` may only resolve the exact containing thread.\n- The workflow must ask Codex to resolve only existing actionable Codex review findings for the triggering pull request and current head using these repository instructions; the resolve task must not perform a new review or create new findings.\n- The workflow may request one automatic repair pass per pull request lifetime. Later heads require an explicit human request.\n- Only trust a pull-request deduplication marker when it was posted by the GitHub Actions bot.\n- Permission failures while reading or creating pull-request comments must fail the workflow visibly, not return a successful soft-skip.\n- Grant `pull-requests: write` only to the narrow marker-driven thread-resolution workflow; retain read-only repository contents and do not approve reviews or alter code.\n- The workflow must not run Codex directly with API credentials.\n- P0 and P1 findings should always be fixed.\n- P2 and lower findings should be fixed only when clear, scoped, low-risk, and testable; otherwise explain the decision and resolve or mark ready for human resolution.\n\n### Primary PR command\n\n`@codex resolve actionable Codex review findings for this pull request and current head using the repository instructions. This is the pull request's single automatic repair pass: do not perform a fresh review, create new standalone findings, or request another review. Work only the existing unresolved Codex threads on the current head. Always fix P0 and P1 findings. For P2 and lower findings, fix only clear, scoped, low-risk issues; otherwise disposition them with a concise reason. After fixing or dispositioning a thread, reply in that thread with as the first line, followed by a concise summary; that marker authorizes the workflow to close that exact thread. If human input or new authorization is required, do not use the marker and leave the thread open with the blocker. Finish only after every actionable thread is fixed or dispositioned and closed, or explicitly left open for a human decision. Do not update the branch from main, address unrelated reviews, broaden scope, or create more than one scoped fix commit. Do not use external APIs, paid services, credentials, dependency changes, or broad refactors unless explicitly authorized. Add targeted tests where behavior changes and run the narrowest relevant validation.`\n\n## Cursor Cloud specific instructions\n\nDurable notes for Cloud Agents. Standard commands live in `README.md` and `package.json`; only non-obvious caveats are captured here.\n\n- Runtime: the app hard-requires Node 24.x / npm 11.x (`engine-strict`, and `scripts/dev-free-port.mjs` exits on any other major). Node 24 is installed via nvm and symlinked into `/usr/local/cargo/bin` (first entry in `PATH`) so `node`/`npm` resolve to v24 in every shell. If a shell ever resolves `/exec-daemon/node` (v22) instead, prepend `\"$HOME/.nvm/versions/node/v24.18.0/bin\"` to `PATH`.\n- Live vs demo mode: the app auto-detects. When the Supabase + OpenAI env vars below are present (set them as Cloud Agent **Secrets** so they inject into `.env.local`/`process.env`), `isDemoMode()` (`src/lib/env.ts`) is false and the app runs against the live `Clinical KB Database` project (~2000 indexed docs) with OpenAI answer generation. When they are absent, dev auto-falls back to demo mode using the synthetic corpus in `src/lib/demo-data.ts` / `public/demo-documents/`. Required for live mode: `NEXT_PUBLIC_SUPABASE_URL`, `SUPABASE_PROJECT_REF`, `SUPABASE_PROJECT_NAME`, `NEXT_PUBLIC_SUPABASE_PUBLISHABLE_KEY` (`sb_publishable_…`), `SUPABASE_SERVICE_ROLE_KEY` (accepts the `sb_secret_…` secret key), `OPENAI_API_KEY`. Keep `RAG_PROVIDER_MODE=auto` so OpenAI is used with graceful source-only fallback. `E2E_USER_EMAIL`/`E2E_USER_PASSWORD` power CI env-check and Playwright.\n- Live-mode caveat: `RAG_PROVIDER_MODE=auto` attempts OpenAI (fast → strong route); if generation fails the built-in quality gates it silently degrades to a deterministic \"Source-only\" answer that s\n",{"_690":1370,"_671":672,"_692":678},{"_693":1371,"_695":-5,"_45":-5,"_696":-5,"_697":-5,"_100":1372,"_96":699},[1373,1374],"developer",{"_49":1376,"_96":1361},{"_49":1375,"_96":1361},"\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- imagegen: Generate or edit raster images when the task benefits from AI-created bitmap visuals such as photos, illustrations, textures, sprites, mockups, or transparent-background cutouts. Use when Codex should create a brand-new image, transform an existing image, or derive visual variants from references, and the output should be a bitmap asset rather than repo-native code or vector. Do not use when the task is better handled by editing existing SVG/vector/code-native assets, extending an established icon or logo system, or building the visual directly in HTML/CSS/canvas. (file: /opt/codex/skills/.system/imagegen/SKILL.md)\n- openai-docs: Use when the user asks how to build with OpenAI products or APIs and needs up-to-date official documentation with citations, help choosing the latest model for a use case, or model upgrade and prompt-upgrade guidance; prioritize OpenAI docs MCP tools, use bundled references only as helper context, and restrict any fallback browsing to official OpenAI domains. (file: /opt/codex/skills/.system/openai-docs/SKILL.md)\n- plugin-creator: Create and scaffold plugin directories for Codex with a required `.codex-plugin/plugin.json`, optional plugin folders/files, and baseline placeholders you can edit before publishing or testing. Use when Codex needs to create a new local plugin, add optional plugin structure, or generate or update repo-root `.agents/plugins/marketplace.json` entries for plugin ordering and availability metadata. (file: /opt/codex/skills/.system/plugin-creator/SKILL.md)\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) When `SKILL.md` references relative paths (e.g., `scripts/foo.py`), resolve them relative to the skill directory listed above first, and only consider other paths if needed.\n 3) 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 4) If `scripts/` exist, prefer running or patching them instead of retyping large code blocks.\n 5) 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","\nFilesystem 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.\nApproval policy is currently never. Do not provide the `sandbox_permissions` for any reason, commands will be rejected.\n","turn/started",{"_671":672,"_91":1379},{"_107":-5,"_45":678,"_679":1380,"_681":682,"_683":1381},[],"inProgress",{"_683":1383,"_671":672},{"_1384":1385,"_96":1386},"activeFlags",[],"active","thread/started",{"_1389":1390},"thread",{"_1391":-5,"_1392":-5,"_1393":1394,"_1395":682,"_735":736,"_1396":18,"_1397":-5,"_1398":-5,"_1399":-5,"_1400":1401,"_45":672,"_1402":1403,"_367":-5,"_1404":-5,"_259":1405,"_1406":396,"_1407":-5,"_740":1408,"_683":1409,"_1410":-5,"_81":1411,"_1412":682},"agentNickname","agentRole","cliVersion","0.128.0","createdAt","ephemeral","extra","forkedFromId","gitInfo","historyMode","legacy","modelProvider","openai","parentThreadId","/opt/codex/sessions/2026/07/13/rollout-2026-07-13T11-49-06-019f5b4f-3866-7b63-ae19-22b0d51c83ef.jsonl","preview","recencyAt","vscode",{"_96":687},"threadSource",[],"updatedAt",[],"messages",[1416],{"_45":1417,"_1418":1419,"_1420":1421,"_1422":1421,"_693":1423,"_683":1424,"_695":-5,"_1425":35,"_1426":1427,"_1428":1429,"_1430":-5},"b420bc4e-99f5-443c-b03c-375b76086a4a","author",{"_100":512,"_367":-5,"_1426":1439},"create_time",1783943345.55641,"update_time",{"_1435":49,"_1436":1437},"finished_successfully","weight","metadata",{"_1431":1432},"recipient","all","channel","l1239dk1",{"_1433":1434},"inline_comments",[],"content_type","parts",[1438],"@Codex fix all comments and issues and ensure no regression and smallest safest fix\nfix(rag): stop reasoning-token starvation of the answer budget\n\nProduction returned \"unsupported\" after 60-96s on high-value clinical queries. gpt-5.5 reasoning tokens and the visible answer share one max_output_tokens budget; the strong route ran high reasoning effort against a 4000-token cap, so reasoning consumed the whole budget before the answer was written (incomplete:max_output_tokens) or timed out.\r\n\r\n- env: OPENAI_MAX_OUTPUT_TOKENS 4000 -> 16000; OPENAI_STRONG_REASONING_EFFORT high -> medium (all query classes now resolve medium, including the safety-critical dose/threshold classes that starved first)\r\n- openai: reasoningHeadroomFloor(effort) floors max_output_tokens per effort level at the single response-body call site (floor only raises)\r\n- rag: strong escalations retry truncations at max(2x env, 24000) instead of re-truncating on the same budget; cumulative generation wall-clock budget skips the final polish generation rather than discarding a valid strong answer\r\n- ingestion: document-enrichment + model-index-extraction now warn loudly on truncated structured responses instead of failing silent\r\n- observability: truncation/timeout fallback counters + rates on the deep health probe SLO snapshot\r\n\r\n## Summary\r\n\r\n-\r\n\r\n## Verification\r\n\r\n- [ ] `npm run verify:pr-local`\r\n\r\nDuring development, use `npm run verify:cheap` as the faster iteration gate before the final PR-local preflight.\r\n\r\n- [ ] `npm run verify:ui` when UI, routing, styling, browser behavior, reduced-motion, or forced-colors behavior changed\r\n- [ ] `npm run verify:release` before release or handoff confidence claims\r\n\r\nFor retrieval, ranking, selection, chunking, source/citation rendering, or answer-contract changes, `verify:pr-local` runs `eval:rag:offline` automatically. Run the offline command directly during iteration before spending a live eval.\r\n\r\n- [ ] **`npm run eval:retrieval:quality` (must stay 36/36) when retrieval, ranking, selection, chunking, or scoring behavior changed** — CI cannot run it (needs live keys), so run it locally and paste the summary. A metadata/governance-weighting change once buried correct docs (recall 1.0→0.76) and only this eval caught it.\r\n- [ ] `npm run eval:rag -- --limit 15` + `npm run eval:quality -- --rag-only` when answer generation, the synthesis prompt, or answer post-processing changed (grounded-supported must not drop; citation-failure 0)\r\n- [ ] `npm run check:production-readiness` when clinical workflow, privacy, environment, Supabase, source governance, or deployment behavior changed\r\n- [ ] `npm run check:deployment-readiness` when deployment startup, hosting, or rollout behavior changed\r\n\r\n## Clinical Governance Preflight\r\n\r\nComplete this section when the change touches ingestion, answer generation, search/ranking, source rendering, document access, privacy, production env, or clinical output.\r\n\r\n- [ ] Source-backed claims still require linked source verification before clinical use\r\n- [ ] No patient-identifiable document workflow was introduced or expanded without explicit governance approval\r\n- [ ] Supabase target remains `Clinical KB Database` (`sjrfecxgysukkwxsowpy`)\r\n- [ ] Service-role keys and private document access remain server-only\r\n- [ ] Demo/synthetic content remains clearly separated from real clinical sources\r\n- [ ] Source metadata, review status, and outdated/unknown-source behavior remain conservative\r\n- [ ] Deployment classification/TGA SaMD impact was checked when clinical decision-support behavior changed\r\n\r\n## Notes\r\n\r\n-\r\n\n[supa]:sjrfecxgysukkwxsowpy\nThis pull request has been ignored for the connected project `sjrfecxgysukkwxsowpy` because there are no changes detected in `supabase` directory. You can change this behaviour in [Project Integrations Settings ↗︎](https://supabase.com/dashboard/project/sjrfecxgysukkwxsowpy/settings/integrations).\n\n

\n\nPreview Branches by Supabase.\nLearn more about [Supabase Branching ↗︎](https://supabase.com/docs/guides/platform/branching).\n\n\n\n[![Review Change Stack](https://storage.googleapis.com/coderabbit_public_assets/review-stack-in-coderabbit-ui.svg)](https://app.coderabbit.ai/change-stack/BigSimmo/Database/pull/577?utm_source=github_walkthrough&utm_medium=github&utm_campaign=change_stack)\n\n\n\n\n> [!NOTE]\n> Currently processing new changes in this PR. This may take a few minutes, please wait...\n> \n>

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⚙️ Run configuration

\n> \n> **Configuration used**: Organization UI\n> \n> **Review profile**: CHILL\n> \n> **Plan**: Pro Plus\n> \n> **Run ID**: `1ed29d9b-03a1-4d39-873b-b06a1d019488`\n> \n>

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📥 Commits

\n> \n> Reviewing files that changed from the base of the PR and between 5444c49e9aeacd9bc81a7e4b1c84a69376cd4a9b and 00ff16704e6f290148d888c3247cf75ca0c1faa2.\n> \n>

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📒 Files selected for processing (10)

\n> \n> * `src/lib/document-enrichment.ts`\n> * `src/lib/env.ts`\n> * `src/lib/model-index-extraction.ts`\n> * `src/lib/observability/answer-slo.ts`\n> * `src/lib/openai.ts`\n> * `src/lib/rag.ts`\n> * `tests/answer-slo.test.ts`\n> * `tests/document-enrichment.test.ts`\n> * `tests/model-index-extraction.test.ts`\n> * `tests/openai-cache.test.ts`\n> \n>

\n> \n> ```ascii\n> _________________________________________\n> < OODA Loop: Observe, Orient, Debug, Act. >\n> -----------------------------------------\n> \\\n> \\ (\\__/)\n> (•ㅅ•)\n> / 　づ\n> ```\n\n\n\n\n\n

✨ Finishing Touches

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📝 Generate docstrings

\n\n- [ ] Create stacked PR\n- [ ] Commit on current branch\n\n

🧪 Generate unit tests (beta)

\n\n- [ ] Create PR with unit tests\n- [ ] Commit unit tests in branch `claude/repo-task-recommendations-f32752`\n\n

✨ Simplify code

\n\n- [ ] Create PR with simplified code\n- [ ] Commit simplified code in branch `claude/repo-task-recommendations-f32752`\n\n

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\n\n\n\n\n---\n\n\n\n\n_{Comment `@coderabbitai help` to get the list of available commands.}\n\n\n**_{_{![P2 Badge](https://img.shields.io/badge/P2-yellow?style=flat)}} Align sample env with safer answer defaults**\n\nChanging the schema default here does not affect deployments or dev environments that set these variables explicitly; I checked the repo config and `.env.example` still ships `OPENAI_MAX_OUTPUT_TOKENS=4000` and `OPENAI_STRONG_REASONING_EFFORT=high`. Anyone bootstrapping from that file will keep the high-effort/low-budget combination this change is meant to eliminate, so update the sample/runtime env guidance or remove those explicit overrides.\n\nUseful? React with 👍 / 👎.\n\n### 💡 Codex Review\n\nHere are some automated review suggestions for this pull request.\n\n**Reviewed commit:** `00ff16704e`\n \n\n

ℹ️ About Codex in GitHub

\n
\n\n[Your team has set up Codex to review pull requests in this repo](https://chatgpt.com/codex/cloud/settings/general). Reviews are triggered when you\n- Open a pull request for review\n- Mark a draft as ready\n- Comment \"@codex review\".\n\nIf Codex has suggestions, it will comment; otherwise it will react with 👍.\n\n\n\n\nCodex can also answer questions or update the PR. Try commenting \"@codex address that feedback\".\n \n

\n\n\n\n\n\n\n@codex resolve actionable Codex review findings for this pull request and current head using the repository instructions. This is the pull request's single automatic repair pass: do not perform a fresh review, create new standalone findings, or request another review. Work only the existing unresolved Codex threads on the current head. Always fix P0 and P1 findings. For P2 and lower findings, fix only clear, scoped, low-risk issues; otherwise disposition them with a concise reason. After fixing or dispositioning a thread, reply in that thread with as the first line, followed by a concise summary; that marker authorizes the workflow to close that exact thread. If human input or new authorization is required, do not use the marker and leave the thread open with the blocker. Finish only after every actionable thread is fixed or dispositioned and closed, or explicitly left open for a human decision. Do not update the branch from main, address unrelated reviews, broaden scope, or create more than one scoped fix commit. Do not use external APIs, paid services, credentials, dependency changes, or broad refactors unless explicitly authorized. Add targeted tests where behavior changes and run the narrowest relevant validation.",{},"created",1783943561.9482791,"Completing the task","event_type","info",{"_96":699,"_100":97,"_693":1614},{"_96":1469,"_1470":1471},{"_96":1448,"_1449":784,"_1450":1451,"_1452":1453,"_1454":-5},"pr","pr_title","pr_message","### Motivation\n- Ensure bootstrap and sample environments inherit the safer OpenAI token ceiling and reasoning-effort defaults so new installs do not reintroduce the high-effort/low-budget reasoning-token starvation seen in production.\n\n### Description\n- Update `.env.example` to set `OPENAI_MAX_OUTPUT_TOKENS=16000` and `OPENAI_STRONG_REASONING_EFFORT=medium` and commit the change on the current feature branch.\n\n### Testing\n- Ran `npm ci`, `npm run format:check -- .env.example`, `npm run check:runtime`, and `npm run typecheck` which completed locally, and ran `npm run check:production-readiness` which failed only because the environment is missing required Supabase/OpenAI secrets (expected in CI/local secure envs).","output_diff",{"_96":1452,"_1455":736,"_132":133,"_1456":-5,"_511":1457,"_1458":1459,"_1460":515,"_1461":1292,"_1462":1292,"_1463":784,"_1464":1465},"pre_apply_patch","repo_id","preapply_patch_base_commit_sha","diff --git a/.env.example b/.env.example\nindex 9bb20861b2e1d021205756bd7b3c11f85b9b3728..8fa3b4086ccc3b7f555feafc21813c4a15bbb295 100644\n--- a/.env.example\n+++ b/.env.example\n@@ -14,67 +14,67 @@ SUPABASE_DB_URL=postgresql://postgres:password@db.sjrfecxgysukkwxsowpy.supabase.\n INDEXING_V3_AGENT_SECRET=your-long-random-cron-shared-secret\n # Secret required for /api/health?deep=1 Supabase probe (x-health-deep-token header).\n HEALTH_DEEP_PROBE_SECRET=your-long-random-health-deep-probe-secret\n \n # Local-only no-auth mode (development only).\n # Enable one or both of these to load real data without per-request browser auth:\n # - NEXT_PUBLIC_LOCAL_NO_AUTH (client + server)\n # - LOCAL_NO_AUTH (server only)\n #NEXT_PUBLIC_LOCAL_NO_AUTH=false\n #LOCAL_NO_AUTH=false\n \n # Optional local no-auth owner identity. Set one of these in local dev.\n #LOCAL_NO_AUTH_OWNER_ID=\n #LOCAL_NO_AUTH_OWNER_EMAIL=\n \n # OpenAI direct API. This app sends extracted guideline text and extracted images\n # to OpenAI for embeddings, captioning, and grounded answer generation.\n OPENAI_API_KEY=replace-with-openai-api-key\n OPENAI_EMBEDDING_MODEL=text-embedding-3-small\n # Must match vector(N) in supabase/schema.sql. Do not change without a migration.\n EMBEDDING_DIMENSIONS=1536\n OPENAI_ANSWER_MODEL=gpt-5.5\n OPENAI_FAST_ANSWER_MODEL=gpt-5.5\n # Strong tier stays on the standard (non-pro) model; fast vs strong differ by reasoning effort.\n OPENAI_STRONG_ANSWER_MODEL=gpt-5.5\n-OPENAI_MAX_OUTPUT_TOKENS=4000\n+OPENAI_MAX_OUTPUT_TOKENS=16000\n OPENAI_QUERY_CACHE_SIZE=200\n # Max inputs per embeddings request (OpenAI caps a request at 2048 inputs / ~300k tokens).\n # embedTexts splits a full-corpus re-embed into batches of this size.\n OPENAI_EMBEDDING_BATCH_SIZE=256\n OPENAI_VISION_MODEL=gpt-5.5\n OPENAI_VISION_IMAGE_DETAIL=auto\n OPENAI_REQUEST_TIMEOUT_MS=45000\n # Answer-generation budget. Kept generous so a strong reasoning model can finish a\n # natural, model-written answer instead of timing out into stitched extractive prose.\n OPENAI_ANSWER_TIMEOUT_MS=30000\n OPENAI_MAX_RETRIES=2\n OPENAI_GENERATION_MAX_RETRIES=0\n OPENAI_PROMPT_CACHE_RETENTION=24h\n OPENAI_STORE_RESPONSES=false\n OPENAI_FAST_REASONING_EFFORT=low\n-OPENAI_STRONG_REASONING_EFFORT=high\n+OPENAI_STRONG_REASONING_EFFORT=medium\n OPENAI_SUMMARY_REASONING_EFFORT=medium\n OPENAI_VISION_REASONING_EFFORT=low\n OPENAI_TEXT_VERBOSITY=low\n # Provider mode for answers/search: auto | openai | offline.\n # auto (default): use OpenAI when available, automatically fall back to a clearly\n # labelled source-only answer when the key is missing/invalid or the provider fails.\n # openai: always attempt OpenAI (legacy behaviour).\n # offline: never call OpenAI; lexical retrieval + deterministic source-only answers only.\n RAG_PROVIDER_MODE=auto\n # Optional JSON override for app-layer ranking weights (see src/lib/ranking-config.ts).\n # Omit for current defaults. Example (enable diversity demotion + linear freshness):\n # RAG_RANKING_CONFIG={\"documentDiversityPenalty\":0.03,\"freshness\":{\"mode\":\"linear\"}}\n # Append OR-relaxed recall behind weak-but-nonzero strict text matches (P8b extension).\n # Set false to restore relax-only-on-empty behaviour (golden retrieval eval kill switch).\n RAG_TEXT_WEAK_OR_RELAXATION=true\n RAG_ANSWER_CACHE_TTL_MS=300000\n RAG_ANSWER_CACHE_SIZE=100\n RAG_SEARCH_CACHE_TTL_MS=60000\n RAG_SEARCH_CACHE_SIZE=200\n RAG_AWAIT_QUERY_LOGS=false\n \n # Privacy / production safety\n # Explicit demo opt-in. Blocked by npm run check:production-readiness in production.\n #NEXT_PUBLIC_DEMO_MODE=false\n # Design-exploration mockup routes (/mockups/*) 404 in production builds unless\n","external_storage_diff",{"_1466":1467,"_1468":-5},"files_modified","lines_added","lines_removed","commit_message","additional_parent_commit_shas",[],"file_id","file_0000000099f071f78a957a7c323259c0","ttl","partial_repo_snapshot","files",[1472],{"_259":1298,"_1473":-5,"_1474":1475,"_1476":-5},"contents","line_range_contents",[1477],"missing_reason",{"_1478":515,"_1479":1480,"_693":1481,"_1482":62},"line_range_start","line_range_end",137,[1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,396,1499,1500,1501,1502,1503,1504,396,1505,1506,1507,396,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,396,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,396,1582,1583,1584,396,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613],"contains_end_of_file","# Supabase project values for the live \"Clinical KB Database\" project.","# Keep service role keys server-only; never prefix them with NEXT_PUBLIC_ or","# import them into client components.","NEXT_PUBLIC_SUPABASE_URL=https://sjrfecxgysukkwxsowpy.supabase.co","SUPABASE_PROJECT_REF=sjrfecxgysukkwxsowpy","SUPABASE_PROJECT_NAME=Clinical KB Database","NEXT_PUBLIC_SUPABASE_PUBLISHABLE_KEY=your-publishable-or-anon-key","SUPABASE_SERVICE_ROLE_KEY=your-service-role-key","# Direct Postgres connection string for scripts/migrations that need SQL access.","# Server-only; never expose in client code or NEXT_PUBLIC_ vars.","SUPABASE_DB_URL=postgresql://postgres:password@db.sjrfecxgysukkwxsowpy.supabase.co:5432/postgres","# Edge Function only (indexing-v3-agent cron auth). Not read by Next.js env.ts.","# Set in Supabase Edge Function secrets / deployment env, not in the browser bundle.","INDEXING_V3_AGENT_SECRET=your-long-random-cron-shared-secret","# Secret required for /api/health?deep=1 Supabase probe (x-health-deep-token header).","HEALTH_DEEP_PROBE_SECRET=your-long-random-health-deep-probe-secret","# Local-only no-auth mode (development only).","# Enable one or both of these to load real data without per-request browser auth:","# - NEXT_PUBLIC_LOCAL_NO_AUTH (client + server)","# - LOCAL_NO_AUTH (server only)","#NEXT_PUBLIC_LOCAL_NO_AUTH=false","#LOCAL_NO_AUTH=false","# Optional local no-auth owner identity. Set one of these in local dev.","#LOCAL_NO_AUTH_OWNER_ID=","#LOCAL_NO_AUTH_OWNER_EMAIL=","# OpenAI direct API. This app sends extracted guideline text and extracted images","# to OpenAI for embeddings, captioning, and grounded answer generation.","OPENAI_API_KEY=replace-with-openai-api-key","OPENAI_EMBEDDING_MODEL=text-embedding-3-small","# Must match vector(N) in supabase/schema.sql. Do not change without a migration.","EMBEDDING_DIMENSIONS=1536","OPENAI_ANSWER_MODEL=gpt-5.5","OPENAI_FAST_ANSWER_MODEL=gpt-5.5","# Strong tier stays on the standard (non-pro) model; fast vs strong differ by reasoning effort.","OPENAI_STRONG_ANSWER_MODEL=gpt-5.5","OPENAI_MAX_OUTPUT_TOKENS=16000","OPENAI_QUERY_CACHE_SIZE=200","# Max inputs per embeddings request (OpenAI caps a request at 2048 inputs / ~300k tokens).","# embedTexts splits a full-corpus re-embed into batches of this size.","OPENAI_EMBEDDING_BATCH_SIZE=256","OPENAI_VISION_MODEL=gpt-5.5","OPENAI_VISION_IMAGE_DETAIL=auto","OPENAI_REQUEST_TIMEOUT_MS=45000","# Answer-generation budget. Kept generous so a strong reasoning model can finish a","# natural, model-written answer instead of timing out into stitched extractive prose.","OPENAI_ANSWER_TIMEOUT_MS=30000","OPENAI_MAX_RETRIES=2","OPENAI_GENERATION_MAX_RETRIES=0","OPENAI_PROMPT_CACHE_RETENTION=24h","OPENAI_STORE_RESPONSES=false","OPENAI_FAST_REASONING_EFFORT=low","OPENAI_STRONG_REASONING_EFFORT=medium","OPENAI_SUMMARY_REASONING_EFFORT=medium","OPENAI_VISION_REASONING_EFFORT=low","OPENAI_TEXT_VERBOSITY=low","# Provider mode for answers/search: auto | openai | offline.","# auto (default): use OpenAI when available, automatically fall back to a clearly","# labelled source-only answer when the key is missing/invalid or the provider fails.","# openai: always attempt OpenAI (legacy behaviour).","# offline: never call OpenAI; lexical retrieval + deterministic source-only answers only.","RAG_PROVIDER_MODE=auto","# Optional JSON override for app-layer ranking weights (see src/lib/ranking-config.ts).","# Omit for current defaults. Example (enable diversity demotion + linear freshness):","# RAG_RANKING_CONFIG={\"documentDiversityPenalty\":0.03,\"freshness\":{\"mode\":\"linear\"}}","# Append OR-relaxed recall behind weak-but-nonzero strict text matches (P8b extension).","# Set false to restore relax-only-on-empty behaviour (golden retrieval eval kill switch).","RAG_TEXT_WEAK_OR_RELAXATION=true","RAG_ANSWER_CACHE_TTL_MS=300000","RAG_ANSWER_CACHE_SIZE=100","RAG_SEARCH_CACHE_TTL_MS=60000","RAG_SEARCH_CACHE_SIZE=200","RAG_AWAIT_QUERY_LOGS=false","# Privacy / production safety","# Explicit demo opt-in. Blocked by npm run check:production-readiness in production.","#NEXT_PUBLIC_DEMO_MODE=false","# Design-exploration mockup routes (/mockups/*) 404 in production builds unless","# explicitly opted in. Always reachable in dev/test.","#NEXT_PUBLIC_MOCKUPS_ENABLED=false","# Optional canonical public origin for generated metadata, for example","# https://clinical-kb.example.org. Railway deployments otherwise use the","# provider-supplied RAILWAY_PUBLIC_DOMAIN; request hosts are only used in dev.","#NEXT_PUBLIC_SITE_URL=","# Persist raw clinical query text in logs. Default off; blocked in production readiness.","#RAG_PERSIST_RAW_QUERY_TEXT=false","# Persist the full generated answer text (rag_queries.answer and promoted eval-case","# metadata). It is PHI-derived and can restate patient specifics, so it is dropped at","# rest by default. The offline eval pipeline reads the in-memory answer, not this","# column. Default off; blocked in production readiness (PIA-3).","#RAG_PERSIST_ANSWER_TEXT=false","# Server-side key for the redacted query-hash placeholder (min 16 chars).","# When set, stored query hashes are HMAC-SHA256 keyed pseudonyms — not","# offline-reversible and not correlatable outside this deployment. REQUIRED in","# production: instrumentation.register() calls requireQueryHashSecret() and the","# server refuses to start without it, so clinical-query hashes are never logged","# under the weak, reversible SHA-256 fallback (see docs/privacy-impact-assessment.md,","# PIA-2). Generate one with: node -e \"console.log(require('crypto').randomBytes(32).toString('hex'))\"","# Changing or setting the key changes future hashes, so historical dedup/joins","# reset from then on. Do NOT commit the real value.","#RAG_QUERY_HASH_SECRET=","# Private buckets created by supabase/schema.sql.","SUPABASE_DOCUMENT_BUCKET=clinical-documents","SUPABASE_IMAGE_BUCKET=clinical-images","# Conservative local-first defaults. Raise only after testing your worker machine,","# Supabase plan limits, and confidentiality policy.","MAX_UPLOAD_MB=150","# Next Proxy has a fixed 151 MiB transport envelope (150 MiB file plus","# multipart framing), so values above 150 are intentionally rejected.","MAX_CONCURRENT_UPLOADS=1","MAX_IN_FLIGHT_UPLOAD_MB=151","MAX_IMPORT_JOBS_PER_RUN=5","MAX_IMPORT_BYTES_PER_RUN=157286400","CHUNK_SIZE=2000","CHUNK_OVERLAP=200","# Chunking strategy: \"page\" (default, page-bounded) or \"document\" (structure-aware,","# cross-page). Only set \"document\" for the eval-gated shadow re-index.","CHUNK_STRATEGY=page","WORKER_POLL_MS=30000","WORKER_BATCH_SIZE=3","WORKER_CONCURRENCY=1","WORKER_MAX_ATTEMPTS=3","WORKER_STALE_AFTER_MINUTES=45","WORKER_HEALTH_BACKOFF_MS=120000","WORKER_MAX_CLAIM_FAILURES=3","WORKER_PROGRESS_UPDATE_MIN_INTERVAL_MS=60000","WORKER_MAX_CAPTIONED_IMAGES_PER_DOCUMENT=15","WORKER_MAX_CAPTIONED_IMAGES_PER_PAGE=2","WORKER_VISION_CONCURRENCY=4","WORKER_INLINE_ENRICHMENT=false","PYTHON_BIN=python","# Optional when Tesseract is installed outside PATH on Windows.","TESSERACT_CMD=C:\\Program Files\\Tesseract-OCR\\tesseract.exe",[1615,1616,1617,1618,1619],{"_1435":49,"_49":1627},{"_1435":1621,"_259":1298,"_1478":1625,"_1479":1626},{"_1435":49,"_49":1624},{"_1435":1621,"_259":1298,"_1478":1622,"_1479":1623},{"_1435":49,"_49":1620},"\n* Committed the fix on the current branch: `be4279e fix(env): align sample OpenAI answer defaults`.\n* Created the follow-up PR via `make_pr`.\n\n**Testing**\n* ✅ `npm ci`\n* ✅ `npm run format:check -- .env.example`\n* ⚠️ `npm run check:runtime && npm run typecheck && npm run check:production-readiness` — runtime and typecheck completed, but `check:production-readiness` failed because this environment does not have the required Supabase/OpenAI secrets configured (`NEXT_PUBLIC_SUPABASE_URL`, `SUPABASE_SERVICE_ROLE_KEY`, `OPENAI_API_KEY`).\n* ⚠️ `npm run check:runtime && npm run typecheck` — initial attempt failed before environment setup because the container started with Node 20 and no local dependencies; reran successfully after installing Node 24.18.0 and dependencies.","repo_file_citation",53,58,"\n* Updated `.env.example` so bootstrap environments use `OPENAI_STRONG_REASONING_EFFORT=medium`, avoiding the high-effort/low-budget starvation path called out in review. ",35,40,"### Summary\n* Updated `.env.example` so bootstrap environments use the safer answer-generation token ceiling, `OPENAI_MAX_OUTPUT_TOKENS=16000`, matching the runtime default from the original PR. ",{"_96":512,"_45":88,"_100":512,"_1630":1631,"_1632":1633,"_1634":1635,"_136":-5,"_123":1636},[87],"input_items",[1655,1656,1657,1658,1659,1660,1661],"external_post_config",{"_1637":1638,"_449":382,"_1639":492,"_460":-5,"_1455":443,"_1640":-5,"_1641":-5,"_1642":1643,"_1644":1645,"_1646":-5,"_1647":-5,"_1648":1649,"_1650":18,"_1651":62,"_1652":57,"_1653":18,"_1654":-5},"user_model_slug","slug",1783943337.647201,"installation_id",131602480,"pr_number","gitlab_service_account_project_id","review_trigger","comment_id",4957611359,"comment_type","issue","pr_write_guard_token","pending_pr_reaction_id","pending_comment_reaction_id",381880075,"comment_if_no_findings","comment_on_error","share_url","is_parallel_review","review_summary_id",{"_96":699,"_100":512,"_693":1676},{"_499":500,"_501":502,"_1673":506,"_1674":133,"_508":-5,"_96":1675},{"_96":1662,"_501":1672,"_259":-5,"_1664":-5,"_1665":-5},{"_96":1662,"_501":1671,"_259":-5,"_1664":-5,"_1665":-5},{"_96":1662,"_501":1667,"_259":1668,"_1664":1669,"_1665":1670},{"_96":1662,"_501":1666,"_259":-5,"_1664":-5,"_1665":-5},{"_96":1662,"_501":1663,"_259":-5,"_1664":-5,"_1665":-5},"pull_request_comment","\n\n\n\n\n\n@codex resolve actionable Codex review findings for this pull request and current head using the repository instructions. This is the pull request's single automatic repair pass: do not perform a fresh review, create new standalone findings, or request another review. Work only the existing unresolved Codex threads on the current head. Always fix P0 and P1 findings. For P2 and lower findings, fix only clear, scoped, low-risk issues; otherwise disposition them with a concise reason. After fixing or dispositioning a thread, reply in that thread with as the first line, followed by a concise summary; that marker authorizes the workflow to close that exact thread. If human input or new authorization is required, do not use the marker and leave the thread open with the blocker. Finish only after every actionable thread is fixed or dispositioned and closed, or explicitly left open for a human decision. Do not update the branch from main, address unrelated reviews, broaden scope, or create more than one scoped fix commit. Do not use external APIs, paid services, credentials, dependency changes, or broad refactors unless explicitly authorized. Add targeted tests where behavior changes and run the narrowest relevant validation.","side","line","\n### 💡 Codex Review\n\nHere are some automated review suggestions for this pull request.\n\n**Reviewed commit:** `00ff16704e`\n \n\n

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","**_{_{![P2 Badge](https://img.shields.io/badge/P2-yellow?style=flat)}} Align sample env with safer answer defaults**\n\nChanging the schema default here does not affect deployments or dev environments that set these variables explicitly; I checked the repo config and `.env.example` still ships `OPENAI_MAX_OUTPUT_TOKENS=4000` and `OPENAI_STRONG_REASONING_EFFORT=high`. Anyone bootstrapping from that file will keep the high-effort/low-budget combination this change is meant to eliminate, so update the sample/runtime env guidance or remove those explicit overrides.\n\nUseful? React with 👍 / 👎.","src/lib/env.ts","RIGHT",84,"\n\n\n[![Review Change Stack](https://storage.googleapis.com/coderabbit_public_assets/review-stack-in-coderabbit-ui.svg)](https://app.coderabbit.ai/change-stack/BigSimmo/Database/pull/577?utm_source=github_walkthrough&utm_medium=github&utm_campaign=change_stack)\n\n\n\n\n> [!NOTE]\n> Currently processing new changes in this PR. This may take a few minutes, please wait...\n> \n>

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⚙️ Run configuration

\n> \n> **Configuration used**: Organization UI\n> \n> **Review profile**: CHILL\n> \n> **Plan**: Pro Plus\n> \n> **Run ID**: `1ed29d9b-03a1-4d39-873b-b06a1d019488`\n> \n>

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📥 Commits

\n> \n> Reviewing files that changed from the base of the PR and between 5444c49e9aeacd9bc81a7e4b1c84a69376cd4a9b and 00ff16704e6f290148d888c3247cf75ca0c1faa2.\n> \n>

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✨ Finishing Touches

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