{"type":"thinking_level_change","id":"b380f874","parentId":null,"timestamp":"2026-04-03T04:42:52.281Z","thinkingLevel":"medium"}
{"type":"model_change","id":"8b8403f7","parentId":"b380f874","timestamp":"2026-04-03T04:42:52.282Z","provider":"anthropic","modelId":"claude-opus-4-6"}
{"type":"custom_message","customType":"gsd-auto","content":"You are executing GSD auto-mode.\n\n## Working Directory\n\nYour working directory is `/home/aux/projects/content-to-kb-automator`. All file reads, writes, and shell commands MUST operate relative to this directory. Do NOT `cd` to any other directory.\n\n## Requirements Advanced\n\n- R035 — Backend half delivered: search queries logged to PostgreSQL, popular endpoint returns cached top-N from last 7 days. Frontend display deferred to S04.\n\n## Requirements Validated\n\nNone.\n\n## Requirements Invalidated or Re-scoped\n\nNone.\n\n## Requirements Advanced\n\n- R033 — Validated — creators browse shows last updated dates, homepage cards show date stamps, both verified live\n\n## Requirements Validated\n\n- R033 — Browser assertions on ub01:8096 confirm dates on creators page and homepage cards in short Mon D format\n\n## Requirements Invalidated or Re-scoped\n\nNone.\n\n## Requirements Advanced\n\n- R034 — Validated — homepage renders stats block with real counts from the API (technique_count=21, creator_count=7) in cyan-on-dark scorecard design.\n\n## Requirements Validated\n\n- R034 — GET /api/v1/stats returns {technique_count:21, creator_count:7}. Browser screenshot confirms scorecard visible with correct values and styling.\n\n## Requirements Invalidated or Re-scoped\n\nNone.\n\n## Requirements Advanced\n\n- R035 — Frontend now displays popular search terms on the homepage, completing the display half of the requirement (backend logging+caching was S01)\n\n## Requirements Validated\n\nNone.\n\n## Requirements Invalidated or Re-scoped\n\nNone.\n\n## Requirements Advanced\n\n- R036 — Validated — hover opens dropdown on desktop, tap on mobile\n\n## Requirements Validated\n\n- R036 — AdminDropdown.tsx implements matchMedia guard + hover handlers + 150ms leave delay. Build passes.\n\n## Requirements Invalidated or Re-scoped\n\nNone.\n\n## UNIT: Complete Milestone M015 (\"Social Proof, Freshness Signals & Admin UX\")\n\n## Your Role in the Pipeline\n\nAll slices are done. You are closing out the milestone — verifying that the assembled work actually delivers the promised outcome, writing the milestone summary, and updating project state. The milestone summary is the final record. After you finish, the system merges the worktree back to the integration branch. If there are queued milestones, the next one starts its own research → plan → execute cycle from a clean slate — the milestone summary is how it learns what was already built.\n\nAll relevant context has been preloaded below — the roadmap, all slice summaries, requirements, decisions, and project context are inlined. Start working immediately without re-reading these files.\n\n## Inlined Context (preloaded — do not re-read these files)\n\n### Milestone Roadmap\nSource: `.gsd/milestones/M015/M015-ROADMAP.md`\n\n# M015: \n\n## Vision\nAdd social proof and freshness signals to the public site: search query logging with popular/trending searches display, creator last-updated dates, homepage stats scorecard, and admin dropdown hover behavior.\n\n## Slice Overview\n| ID | Slice | Risk | Depends | Done | After this |\n|----|-------|------|---------|------|------------|\n| S01 | Search Query Logging + Popular Searches API | medium | — | ✅ | GET /api/v1/search/popular returns top 10 queries from last 7 days, cached in Redis. search_log table has rows from real searches. |\n| S02 | Creator Freshness + Homepage Card Dates | low | — | ✅ | Creators browse page shows 'Last updated: Apr 3' per creator. Homepage recently-added cards show a subtle date. |\n| S03 | Homepage Stats Scorecard | low | — | ✅ | Homepage shows a metric block with article count, creator count in scorecard style matching the dark/cyan design. |\n| S04 | Trending Searches Homepage Block | low | S01 | ✅ | Homepage shows a 'Trending Searches' section with real-time terms people are searching. |\n| S05 | Admin Dropdown Hover on Desktop | low | — | ✅ | Admin dropdown opens on hover at desktop widths. On mobile, opens on tap. |\n\n---\n\n### S01 Summary\nSource: `.gsd/milestones/M015/slices/S01/S01-SUMMARY.md`\n\n---\nid: S01\nparent: M015\nmilestone: M015\nprovides:\n  - GET /api/v1/search/popular endpoint returning PopularSearchesResponse JSON\n  - search_log PostgreSQL table with query logging from all non-empty searches\nrequires:\n  []\naffects:\n  - S04\nkey_files:\n  - backend/models.py\n  - backend/schemas.py\n  - backend/routers/search.py\n  - alembic/versions/013_add_search_log.py\nkey_decisions:\n  - D025: PostgreSQL search_log + Redis read-through cache with 5-min TTL (collaborative, already recorded)\n  - Fire-and-forget asyncio.create_task with independent session for non-blocking logging\n  - Integer PK for SearchLog (append-only analytics, no need for UUID)\npatterns_established:\n  - Fire-and-forget async logging via asyncio.create_task with independent session and catch-all exception handling\n  - Redis read-through cache pattern: check Redis → cache miss → DB query → SET with TTL → return\nobservability_surfaces:\n  - GET /search/popular cached flag indicates whether result came from Redis or DB\n  - search_log table queryable for analytics: zero-result queries, time-of-day patterns, query frequency\ndrill_down_paths:\n  - .gsd/milestones/M015/slices/S01/tasks/T01-SUMMARY.md\n  - .gsd/milestones/M015/slices/S01/tasks/T02-SUMMARY.md\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-03T04:08:38.241Z\nblocker_discovered: false\n---\n\n# S01: Search Query Logging + Popular Searches API\n\n**Backend search query logging to PostgreSQL with fire-and-forget pattern, and GET /search/popular endpoint with Redis read-through cache (5-min TTL, 7-day window, LOWER normalization).**\n\n## What Happened\n\nAdded SearchLog model (Integer PK, indexed query + created_at columns) with Alembic migration 013 creating the search_log table. Added PopularSearchItem and PopularSearchesResponse Pydantic schemas. Implemented non-blocking _log_search async helper that opens an independent session and catches all exceptions — hooked into the search handler via asyncio.create_task for non-empty queries only. Added GET /search/popular endpoint with Redis read-through cache (key: chrysopedia:popular_searches, 300s TTL). Cache miss queries search_log with LOWER(query) normalization and 7-day window, returning top 10. Redis failures fall through gracefully to the DB query.\n\nDeployed to ub01: pushed to origin, rebuilt API/worker containers, applied Alembic migration 013, restarted nginx for stale DNS. Verified end-to-end: real searches create search_log rows, empty queries are excluded, GET /search/popular returns valid JSON with items array and cached flag. Three search_log rows confirmed after test queries.\n\n## Verification\n\n1. `cd backend && python -c \"from models import SearchLog; print(SearchLog.__tablename__)\"` → search_log ✅\n2. `cd backend && python -c \"from schemas import PopularSearchItem, PopularSearchesResponse; print('OK')\"` → OK ✅\n3. `cd backend && python -c \"from routers.search import router; routes = [r.path for r in router.routes]; assert '/search/popular' in routes; print('OK')\"` → OK ✅\n4. `curl -sf 'http://ub01:8096/api/v1/search/popular'` → {\"items\":[{\"query\":\"reverb\",\"count\":1}],\"cached\":true} ✅\n5. `ssh ub01 \"docker exec chrysopedia-db psql -U chrysopedia -t -c 'SELECT count(*) FROM search_log;'\"` → 3 ✅\n6. Empty query guard: sent empty and whitespace-only queries, count stayed at 3 ✅\n\n## New Requirements Surfaced\n\nNone.\n\n## Deviations\n\nSlice plan verification checks '/popular' in router routes but APIRouter stores full prefix paths ('/search/popular'). Minor spec mismatch — adjusted assertions. Docker Compose service name is 'chrysopedia-web' not 'chrysopedia-web-8096' as referenced in CLAUDE.md.\n\n## Known Limitations\n\nPopular searches endpoint returns results from a single-node PostgreSQL — no read replicas. At current scale (single-admin tool) this is fine. Redis cache key is global — no per-scope popular queries yet.\n\n## Follow-ups\n\nS04 (Trending Searches Homepage Block) will consume GET /search/popular from the frontend. No backend changes needed for S04.\n\n## Files Created/Modified\n\n- `backend/models.py` — Added SearchLog model with Integer PK, query (indexed), scope, result_count, created_at (indexed)\n- `backend/schemas.py` — Added PopularSearchItem and PopularSearchesResponse Pydantic schemas\n- `backend/routers/search.py` — Added _log_search fire-and-forget helper and GET /search/popular endpoint with Redis cache\n- `alembic/versions/013_add_search_log.py` — Alembic migration creating search_log table with indexes on query and created_at\n\n---\n\n### S02 Summary\nSource: `.gsd/milestones/M015/slices/S02/S02-SUMMARY.md`\n\n---\nid: S02\nparent: M015\nmilestone: M015\nprovides:\n  - last_technique_at field on /api/v1/creators response\n  - Creator freshness dates on browse page\n  - Date stamps on homepage recently-added cards\nrequires:\n  []\naffects:\n  []\nkey_files:\n  - backend/schemas.py\n  - backend/routers/creators.py\n  - frontend/src/api/public-client.ts\n  - frontend/src/pages/CreatorsBrowse.tsx\n  - frontend/src/pages/Home.tsx\n  - frontend/src/App.css\nkey_decisions:\n  - Used correlated scalar subquery for last_technique_at to preserve existing query structure\n  - Used opacity-reduced --color-text-secondary for muted date styling\npatterns_established:\n  - (none)\nobservability_surfaces:\n  - none\ndrill_down_paths:\n  - .gsd/milestones/M015/slices/S02/tasks/T01-SUMMARY.md\n  - .gsd/milestones/M015/slices/S02/tasks/T02-SUMMARY.md\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-03T04:21:37.819Z\nblocker_discovered: false\n---\n\n# S02: Creator Freshness + Homepage Card Dates\n\n**Added last_technique_at to the creators API and rendered freshness dates on both the creators browse page and homepage recently-added cards.**\n\n## What Happened\n\nTwo tasks delivered this slice end-to-end.\n\nT01 added a correlated scalar subquery (`MAX(technique_pages.created_at)`) to the `list_creators` endpoint, exposed via a new `last_technique_at` field on the `CreatorBrowseItem` schema. The subquery preserves the existing query structure — no JOINs or GROUP BY changes. Deployed and verified on ub01: all 5 creators with techniques return datetime values, Caracal Project (0 techniques) returns null.\n\nT02 added the field to the frontend TypeScript interface, rendered \"Last updated: Mon D\" on creator browse rows (only when non-null), and added `.recent-card__date` elements on homepage recently-added cards with muted styling (opacity-reduced secondary text). Rebuilt and deployed the web container. Browser assertions confirmed dates appear in short format (Apr 2, Apr 3) on both pages.\n\n## Verification\n\nSlice-level verification on live deployment (ub01:8096):\n\n1. **API field presence:** `curl /api/v1/creators?limit=5 | grep last_technique_at` — field present on all items, non-null datetimes for creators with techniques.\n2. **Creators browse page:** browser_assert confirmed \"Last updated\" text visible and `.creator-row__updated` selector present. Caracal Project (0 techniques) has no date element.\n3. **Homepage cards:** browser_assert confirmed `.recent-card__date` selector visible, \"Apr 3\" and \"Apr 2\" text visible in recently-added section.\n4. **Date format:** All dates use short format (Mon D), not full dates or ISO strings.\n\n## New Requirements Surfaced\n\nNone.\n\n## Deviations\n\nDocker Compose service name is chrysopedia-web, not chrysopedia-web-8096 as stated in the plan. SPA curl verification replaced with browser_assert since HTML is rendered client-side.\n\n## Known Limitations\n\nNone.\n\n## Follow-ups\n\nNone.\n\n## Files Created/Modified\n\n- `backend/schemas.py` — Added last_technique_at: datetime | None to CreatorBrowseItem\n- `backend/routers/creators.py` — Added correlated MAX(created_at) subquery and row unpacking for last_technique_at\n- `frontend/src/api/public-client.ts` — Added last_technique_at to CreatorBrowseItem interface\n- `frontend/src/pages/CreatorsBrowse.tsx` — Render Last updated: Mon D on creator rows when non-null\n- `frontend/src/pages/Home.tsx` — Render .recent-card__date on recently-added cards\n- `frontend/src/App.css` — Added .creator-row__updated and .recent-card__date styles\n\n---\n\n### S03 Summary\nSource: `.gsd/milestones/M015/slices/S03/S03-SUMMARY.md`\n\n---\nid: S03\nparent: M015\nmilestone: M015\nprovides:\n  - GET /api/v1/stats endpoint returning live technique_count and creator_count\n  - Homepage stats scorecard component\nrequires:\n  []\naffects:\n  []\nkey_files:\n  - backend/routers/stats.py\n  - backend/main.py\n  - frontend/src/api/public-client.ts\n  - frontend/src/pages/Home.tsx\n  - frontend/src/App.css\nkey_decisions:\n  - Used `or 0` fallback on scalar COUNT results for safety against empty tables\n  - Used existing --color-* CSS custom properties to match real codebase conventions\npatterns_established:\n  - Simple read-only stats endpoint pattern: async SQLAlchemy COUNT queries with scalar result\nobservability_surfaces:\n  - none\ndrill_down_paths:\n  - .gsd/milestones/M015/slices/S03/tasks/T01-SUMMARY.md\n  - .gsd/milestones/M015/slices/S03/tasks/T02-SUMMARY.md\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-03T04:30:55.043Z\nblocker_discovered: false\n---\n\n# S03: Homepage Stats Scorecard\n\n**Added a live stats endpoint and homepage scorecard displaying article and creator counts in cyan-on-dark design.**\n\n## What Happened\n\nTwo-task slice delivering social proof metrics on the Chrysopedia homepage.\n\n**T01 — Backend stats endpoint:** Created `backend/routers/stats.py` with `GET /api/v1/stats` that runs COUNT(*) queries against TechniquePage and Creator tables via async SQLAlchemy. Returns `{\"technique_count\": N, \"creator_count\": N}`. Registered in `main.py` with the standard `/api/v1` prefix. Uses `or 0` fallback on scalar results for safety against empty tables.\n\n**T02 — Frontend scorecard:** Added `fetchStats()` to `public-client.ts` following existing API client patterns. Home.tsx renders a `.home-stats` section between the nav-cards and random technique button, with stagger animation. CSS uses existing design tokens (`--color-accent`, `--color-bg-surface`, `--color-border`, `--color-text-muted`). The scorecard only renders when stats are non-null, avoiding flash of empty content.\n\nLive result: homepage shows \"21 ARTICLES\" and \"7 CREATORS\" in a subtle, centered scorecard that communicates volume without being boastful (per R034).\n\n## Verification\n\nAll slice-level verification checks pass:\n1. `curl -s http://ub01:8096/api/v1/stats | python3 -c \"assert d['technique_count']>0 and d['creator_count']>0\"` — exits 0 (21, 7)\n2. `curl -s -o /dev/null -w '%{http_code}' http://ub01:8096/api/v1/stats` — returns 200\n3. `cd frontend && npm run build` — exits 0, builds in 976ms\n4. Browser screenshot confirms `.home-stats` section visible with \"21 ARTICLES\" and \"7 CREATORS\" in cyan-on-dark styling\n\n## New Requirements Surfaced\n\nNone.\n\n## Deviations\n\nT02 used real CSS custom property names (--color-accent, --color-bg-surface) instead of the plan's shorthand names (--accent, --surface-1) because those are what the codebase actually uses.\n\n## Known Limitations\n\nStats are fetched on every homepage load with no caching. Acceptable for current traffic (single-admin tool) but would benefit from Redis caching or a stale-while-revalidate header if traffic grows.\n\n## Follow-ups\n\nNone.\n\n## Files Created/Modified\n\n- `backend/routers/stats.py` — New file — GET /api/v1/stats endpoint with COUNT queries for techniques and creators\n- `backend/main.py` — Added stats router import and include_router registration\n- `frontend/src/api/public-client.ts` — Added StatsResponse interface and fetchStats() function\n- `frontend/src/pages/Home.tsx` — Added stats state, useEffect fetch, and scorecard section render\n- `frontend/src/App.css` — Added .home-stats, .home-stats__metric, .home-stats__number, .home-stats__label styles\n\n---\n\n### S04 Summary\nSource: `.gsd/milestones/M015/slices/S04/S04-SUMMARY.md`\n\n---\nid: S04\nparent: M015\nmilestone: M015\nprovides:\n  - Trending Searches homepage section consuming GET /api/v1/search/popular\nrequires:\n  - slice: S01\n    provides: GET /api/v1/search/popular endpoint\naffects:\n  []\nkey_files:\n  - frontend/src/api/public-client.ts\n  - frontend/src/pages/Home.tsx\n  - frontend/src/App.css\nkey_decisions:\n  - Placed trending section between stats scorecard and random technique button for visual flow\n  - Used color-mix for accent border at 30% opacity on trending pills to match design system\npatterns_established:\n  - (none)\nobservability_surfaces:\n  - none\ndrill_down_paths:\n  - .gsd/milestones/M015/slices/S04/tasks/T01-SUMMARY.md\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-03T04:38:38.405Z\nblocker_discovered: false\n---\n\n# S04: Trending Searches Homepage Block\n\n**Homepage now shows a Trending Searches section with clickable pill terms sourced from GET /api/v1/search/popular, hidden when no data.**\n\n## What Happened\n\nAdded the Trending Searches homepage block by wiring the existing popular searches API (from S01) into the frontend. Three files changed: `public-client.ts` gained `PopularSearchItem`/`PopularSearchesResponse` types and a `fetchPopularSearches()` function; `Home.tsx` added a useEffect that fetches popular searches and conditionally renders a section between the stats scorecard and random technique button; `App.css` added `.home-trending` styles matching the dark/cyan design system with accent-bordered pill links.\n\nEach trending term is a `<Link>` pill navigating to `/search?q={term}`. The section uses `card-stagger` animation for entrance consistency. The conditional `trending && trending.length > 0` guard ensures the section is completely hidden when the API returns empty results or errors.\n\nDeployed to ub01 and verified with real data — trending terms (reverb, synthesis, fx, drums) render and pill clicks navigate to search results.\n\n## Verification\n\nAll plan-specified checks passed:\n1. `npx tsc --noEmit` — zero errors\n2. `npm run build` — succeeds (940ms)\n3. `fetchPopularSearches` exists in public-client.ts\n4. `home-trending` class wired in Home.tsx\n5. `home-trending` styles in App.css\n6. `PopularSearchItem` and `PopularSearchesResponse` types present\n7. Conditional render guard: `trending && trending.length > 0`\n8. Link targets use `encodeURIComponent(item.query)`\n9. Browser verification on ub01:8096 confirmed trending section visible with real terms and pill navigation works\n\n## New Requirements Surfaced\n\nNone.\n\n## Deviations\n\nDocker Compose service named chrysopedia-web not chrysopedia-web-8096 as in CLAUDE.md — pre-existing naming difference, not a slice issue.\n\n## Known Limitations\n\nNone.\n\n## Follow-ups\n\nNone.\n\n## Files Created/Modified\n\n- `frontend/src/api/public-client.ts` — Added PopularSearchItem/PopularSearchesResponse types and fetchPopularSearches() function\n- `frontend/src/pages/Home.tsx` — Added trending searches state, useEffect fetch, and conditional Trending Searches section with pill links\n- `frontend/src/App.css` — Added .home-trending section styles and .pill--trending variant\n\n---\n\n### S05 Summary\nSource: `.gsd/milestones/M015/slices/S05/S05-SUMMARY.md`\n\n---\nid: S05\nparent: M015\nmilestone: M015\nprovides:\n  - AdminDropdown hover-to-open on desktop\nrequires:\n  []\naffects:\n  []\nkey_files:\n  - frontend/src/components/AdminDropdown.tsx\nkey_decisions:\n  - Used useRef for matchMedia and leave timer to avoid re-renders on breakpoint changes\npatterns_established:\n  - (none)\nobservability_surfaces:\n  - none\ndrill_down_paths:\n  - .gsd/milestones/M015/slices/S05/tasks/T01-SUMMARY.md\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-03T04:41:53.613Z\nblocker_discovered: false\n---\n\n# S05: Admin Dropdown Hover on Desktop\n\n**AdminDropdown opens on hover at desktop widths (≥769px) with a 150ms leave delay; mobile retains tap-to-toggle.**\n\n## What Happened\n\nSingle-task slice. Added onMouseEnter/onMouseLeave handlers to AdminDropdown.tsx, guarded by a matchMedia('(min-width: 769px)') ref so hover only fires on desktop viewports. On mouseleave, a 150ms setTimeout bridges the CSS gap between trigger button and dropdown menu. The matchMedia listener updates the desktop flag dynamically on resize. Existing behavior (click-to-toggle, Escape close, outside-click close) remains intact. No CSS changes needed — existing absolute positioning already handles the layout at all breakpoints.\n\n## Verification\n\nFrontend build (npm run build) passes with zero errors and zero warnings. TypeScript compilation and Vite bundling complete in ~1s.\n\n## New Requirements Surfaced\n\nNone.\n\n## Deviations\n\nNone.\n\n## Known Limitations\n\nNone.\n\n## Follow-ups\n\nNone.\n\n## Files Created/Modified\n\n- `frontend/src/components/AdminDropdown.tsx` — Added matchMedia desktop guard, onMouseEnter/onMouseLeave with 150ms leave delay, useRef for timer cleanup\n\n---\n\n[...truncated 24 sections]\n\nThen:\n1. Use the **Milestone Summary** output template from the inlined context above\n2. \n3. **Verify code changes exist.** Run `git diff --stat HEAD $(git merge-base HEAD main) -- ':!.gsd/'` (or the equivalent for the integration branch). If no non-`.gsd/` files appear in the diff, the milestone produced only planning artifacts and no actual code. Record this as a **verification failure**.\n4. Verify each **success criterion** from the milestone definition in `.gsd/milestones/M015/M015-ROADMAP.md`. For each criterion, confirm it was met with specific evidence from slice summaries, test results, or observable behavior. Record any criterion that was NOT met as a **verification failure**.\n5. Verify the milestone's **definition of done** — all slices are `[x]`, all slice summaries exist, and any cross-slice integration points work correctly. Record any unmet items as a **verification failure**.\n6. If the roadmap includes a **Horizontal Checklist**, verify each item was addressed during the milestone. Note unchecked items in the milestone summary.\n7. Fill the **Decision Re-evaluation** table in the milestone summary. For each key decision from `.gsd/DECISIONS.md` made during this milestone, evaluate whether it is still valid given what was actually built. Flag decisions that should be revisited next milestone.\n8. Validate **requirement status transitions**. For each requirement that changed status during this milestone, confirm the transition is supported by evidence. Requirements can move between Active, Validated, Deferred, Blocked, or Out of Scope — but only with proof.\n\n### Verification Gate — STOP if verification failed\n\n**If ANY verification failure was recorded in steps 3, 4, or 5, you MUST follow the failure path below. Do NOT proceed to step 9.**\n\n**Failure path** (verification failed):\n- Do NOT call `gsd_complete_milestone` — the milestone must not be marked as complete.\n- Do NOT update `.gsd/PROJECT.md` to reflect completion.\n- Do NOT update `.gsd/REQUIREMENTS.md` to mark requirements as validated.\n- Write a clear summary of what failed and why to help the next attempt.\n- Say: \"Milestone M015 verification FAILED — not complete.\" and stop.\n\n**Success path** (all verifications passed — continue with steps 9–13):\n\n9. **Persist completion through `gsd_complete_milestone`.** Call it with the parameters below. The tool updates the milestone status in the DB, renders `/home/aux/projects/content-to-kb-automator/.gsd/milestones/M015/M015-SUMMARY.md`, and validates all slices are complete before proceeding.\n\n   **Required parameters:**\n   - `milestoneId` (string) — Milestone ID (e.g. M001)\n   - `title` (string) — Milestone title\n   - `oneLiner` (string) — One-sentence summary of what the milestone achieved\n   - `narrative` (string) — Detailed narrative of what happened during the milestone\n   - `successCriteriaResults` (string) — Markdown detailing how each success criterion was met or not met\n   - `definitionOfDoneResults` (string) — Markdown detailing how each definition-of-done item was met\n   - `requirementOutcomes` (string) — Markdown detailing requirement status transitions with evidence\n   - `keyDecisions` (array of strings) — Key architectural/pattern decisions made during the milestone\n   - `keyFiles` (array of strings) — Key files created or modified during the milestone\n   - `lessonsLearned` (array of strings) — Lessons learned during the milestone\n   - `verificationPassed` (boolean) — Must be `true` — confirms that code change verification, success criteria, and definition of done checks all passed before completion\n\n   **Optional parameters:**\n   - `followUps` (string) — Follow-up items for future milestones\n   - `deviations` (string) — Deviations from the original plan\n10. For each requirement whose status changed in step 8, call `gsd_requirement_update` with the requirement ID and updated `status` and `validation` fields — the tool regenerates `.gsd/REQUIREMENTS.md` automatically.\n11. Update `.gsd/PROJECT.md` to reflect milestone completion and current project state.\n12. Review all slice summaries for cross-cutting lessons, patterns, or gotchas that emerged during this milestone. Append any non-obvious, reusable insights to `.gsd/KNOWLEDGE.md`.\n13. Do not commit manually — the system auto-commits your changes after this unit completes.\n- Say: \"Milestone M015 complete.\"\n\n**Important:** Do NOT skip the code change verification, success criteria, or definition of done verification (steps 3-5). The milestone summary must reflect actual verified outcomes, not assumed success. Verification failures BLOCK completion — there is no override. The milestone stays in its current state until issues are resolved and verification is re-run.\n\n**File system safety:** When scanning milestone directories for evidence, use `ls` or `find` to list directory contents first — never pass a directory path (e.g. `tasks/`, `slices/`) directly to the `read` tool. The `read` tool only accepts file paths, not directories.","display":false,"id":"ed744055","parentId":"8b8403f7","timestamp":"2026-04-03T04:42:52.283Z"}
{"type":"message","id":"1c5d5353","parentId":"ed744055","timestamp":"2026-04-03T04:42:57.615Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"Let me work through the milestone completion steps systematically.\n\nFirst, I need to verify code changes, success criteria, and definition of done.","thinkingSignature":"Es8CClkIDBgCKkB/ZzTIyAkNl3G5DycAII/lkaYNF13HWjvLadiig8x2rf451ZvvRHDGA7ASlZqgyNJ8KN11h7f0oemZIMXkoY/ZMg9jbGF1ZGUtb3B1cy00LTY4ABIMDdBmDIOBO0n6z4JlGgxpbAyXxXwl3cxBxv0iMCB4tVglEuh9eFOoXEcVG/1PUhwoMNtgRA7UyHi/mYrSLJYCBk4CMX01ps9EQuIVWyqjASd/4t7JejHqPll5CNtuj7LIGqGbyB80dnpQSsPb2dVQ+96sdmt60f6D1XUUym+iYTwUXwMvH8+qMbWH+TO1uqlvYdChQVBXIsMUEsyV/BM898c5m2yu6U7q9hTj8oNADFZh6YCG8yGvXQu+Nlo7dMidsDB5HPJ2QZjW4azLcfZY8aF8bMh7gHbGhUwm71f0upO1r7wcL4cXMiQoktnewOeUGuAYAQ=="},{"type":"text","text":"Starting milestone completion for M015. Let me verify the actual deliverables."},{"type":"toolCall","id":"toolu_01RpfVe6XrEBNw9Ef1k5CrtV","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git diff --stat HEAD $(git merge-base HEAD main) -- ':!.gsd/' 2>/dev/null | tail -30"}},{"type":"toolCall","id":"toolu_011rorQ9ahbi41PVSi8nToJb","name":"read","arguments":{"limit":100,"offset":1,"path":".gsd/milestones/M015/M015-ROADMAP.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":3,"output":246,"cacheRead":60281,"cacheWrite":7434,"totalTokens":67964,"cost":{"input":0.000015000000000000002,"output":0.00615,"cacheRead":0.030140499999999997,"cacheWrite":0.046462500000000004,"total":0.08276800000000001}},"stopReason":"toolUse","timestamp":1775191372282}}
{"type":"message","id":"4597175e","parentId":"1c5d5353","timestamp":"2026-04-03T04:42:57.639Z","message":{"role":"toolResult","toolCallId":"toolu_01RpfVe6XrEBNw9Ef1k5CrtV","toolName":"bash","content":[{"type":"text","text":"(no output)"}],"isError":false,"timestamp":1775191377639}}
{"type":"message","id":"4ad648b6","parentId":"4597175e","timestamp":"2026-04-03T04:42:57.642Z","message":{"role":"toolResult","toolCallId":"toolu_011rorQ9ahbi41PVSi8nToJb","toolName":"read","content":[{"type":"text","text":"# M015: \n\n## Vision\nAdd social proof and freshness signals to the public site: search query logging with popular/trending searches display, creator last-updated dates, homepage stats scorecard, and admin dropdown hover behavior.\n\n## Slice Overview\n| ID | Slice | Risk | Depends | Done | After this |\n|----|-------|------|---------|------|------------|\n| S01 | Search Query Logging + Popular Searches API | medium | — | ✅ | GET /api/v1/search/popular returns top 10 queries from last 7 days, cached in Redis. search_log table has rows from real searches. |\n| S02 | Creator Freshness + Homepage Card Dates | low | — | ✅ | Creators browse page shows 'Last updated: Apr 3' per creator. Homepage recently-added cards show a subtle date. |\n| S03 | Homepage Stats Scorecard | low | — | ✅ | Homepage shows a metric block with article count, creator count in scorecard style matching the dark/cyan design. |\n| S04 | Trending Searches Homepage Block | low | S01 | ✅ | Homepage shows a 'Trending Searches' section with real-time terms people are searching. |\n| S05 | Admin Dropdown Hover on Desktop | low | — | ✅ | Admin dropdown opens on hover at desktop widths. On mobile, opens on tap. |\n"}],"isError":false,"timestamp":1775191377639}}
{"type":"message","id":"8828e2a5","parentId":"4ad648b6","timestamp":"2026-04-03T04:43:03.451Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"The git diff shows no output, which means no non-.gsd/ files changed. But wait — this might be because the working directory is a worktree. Let me check if this is a worktree and what branch we're on.","thinkingSignature":"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"},{"type":"text","text":"No diff output — need to check the branch setup since this may be a worktree."},{"type":"toolCall","id":"toolu_014jor2yLAp2hR9aVrakTGYK","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git branch --show-current && git log --oneline -10"}},{"type":"toolCall","id":"toolu_01WqjABEi6NxhFXqq9qthpLd","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git rev-parse --git-dir && cat .git 2>/dev/null || echo \"regular .git dir\""}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":245,"cacheRead":67715,"cacheWrite":594,"totalTokens":68555,"cost":{"input":0.000005,"output":0.006125,"cacheRead":0.0338575,"cacheWrite":0.0037125,"total":0.043699999999999996}},"stopReason":"toolUse","timestamp":1775191377640}}
{"type":"message","id":"5be9d2cb","parentId":"8828e2a5","timestamp":"2026-04-03T04:43:03.464Z","message":{"role":"toolResult","toolCallId":"toolu_014jor2yLAp2hR9aVrakTGYK","toolName":"bash","content":[{"type":"text","text":"main\n4735463 feat: Added hover-to-open with 150ms leave delay and matchMedia desktop…\n8b912e5 feat: Added Trending Searches section to homepage with real-time popula…\n3c5985f feat: Homepage displays a stats scorecard showing live article and crea…\n1f783c4 feat: Added GET /api/v1/stats endpoint returning live technique_count (…\n9f0b092 feat: add GET /api/v1/stats endpoint with technique and creator counts\nb350826 feat: Added \"Last updated: Mon D\" to creators browse rows and subtle da…\n8d3f9fd feat: render last-updated dates on creators page and homepage cards\n18c76dd feat: Added last_technique_at correlated subquery to creators API endpo…\n8c81c47 fix: pass last_technique_at through row unpacking\nacd0567 feat: add last_technique_at to creators API endpoint\n"}],"isError":false,"timestamp":1775191383464}}
{"type":"message","id":"157c94c1","parentId":"5be9d2cb","timestamp":"2026-04-03T04:43:03.467Z","message":{"role":"toolResult","toolCallId":"toolu_01WqjABEi6NxhFXqq9qthpLd","toolName":"bash","content":[{"type":"text","text":".git\nregular .git dir\n"}],"isError":false,"timestamp":1775191383466}}
{"type":"message","id":"9a76d985","parentId":"157c94c1","timestamp":"2026-04-03T04:43:08.065Z","message":{"role":"assistant","content":[{"type":"text","text":"On main branch directly (no worktree). Let me check for actual code changes in these commits."},{"type":"toolCall","id":"toolu_01VGmKFfGKNfoFH4Zx4RDokQ","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git log --oneline --all | head -20"}},{"type":"toolCall","id":"toolu_01NFL1bXDJxdWDzWDc6BSKKD","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git diff --stat HEAD~15 HEAD -- ':!.gsd/' 2>/dev/null | tail -20"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":178,"cacheRead":68309,"cacheWrite":471,"totalTokens":68959,"cost":{"input":0.000005,"output":0.00445,"cacheRead":0.0341545,"cacheWrite":0.00294375,"total":0.04155325}},"stopReason":"toolUse","timestamp":1775191383467}}
{"type":"message","id":"325d8528","parentId":"9a76d985","timestamp":"2026-04-03T04:43:08.089Z","message":{"role":"toolResult","toolCallId":"toolu_01VGmKFfGKNfoFH4Zx4RDokQ","toolName":"bash","content":[{"type":"text","text":"4735463 feat: Added hover-to-open with 150ms leave delay and matchMedia desktop…\n8b912e5 feat: Added Trending Searches section to homepage with real-time popula…\n3c5985f feat: Homepage displays a stats scorecard showing live article and crea…\n1f783c4 feat: Added GET /api/v1/stats endpoint returning live technique_count (…\n9f0b092 feat: add GET /api/v1/stats endpoint with technique and creator counts\nb350826 feat: Added \"Last updated: Mon D\" to creators browse rows and subtle da…\n8d3f9fd feat: render last-updated dates on creators page and homepage cards\n18c76dd feat: Added last_technique_at correlated subquery to creators API endpo…\n8c81c47 fix: pass last_technique_at through row unpacking\nacd0567 feat: add last_technique_at to creators API endpoint\nea8a77b feat: Deployed search logging and popular searches endpoint to ub01, ra…\nf64a0c1 perf: Added SearchLog model, Alembic migration 013, Pydantic schemas, f…\n6940f17 fix: Serialize BodySection Pydantic models to dicts before JSONB storage\n5a71539 fix: StageTabView limit 500→200 to stay within API max\n995d0c9 fix: StageTabView useCallback dependency loop — use ref for initial tab selection\nc7a4d8a feat: Stage tab view for pipeline runs, rename stale→orphaned pages\nfd48435 fix: MCP server API URL patterns — path params not JSON body, stage name mapping\nf27c18b fix: MCP server SQL uses correct column names (video_id, not pipeline_run_id)\n6375ce6 fix: MCP server port 8097→8101 (8097 already allocated on ub01)\n567f69a feat: Chrysopedia MCP server — 25 tools for pipeline, infra, content, observability, embeddings, prompts\n"}],"isError":false,"timestamp":1775191388089}}
{"type":"message","id":"f08d3b6c","parentId":"325d8528","timestamp":"2026-04-03T04:43:08.107Z","message":{"role":"toolResult","toolCallId":"toolu_01NFL1bXDJxdWDzWDc6BSKKD","toolName":"bash","content":[{"type":"text","text":" alembic/versions/013_add_search_log.py    |  31 +++++++++\n backend/main.py                           |   3 +-\n backend/models.py                         |  13 ++++\n backend/pipeline/stages.py                |  11 +++-\n backend/routers/creators.py               |  15 ++++-\n backend/routers/search.py                 |  85 +++++++++++++++++++++++-\n backend/routers/stats.py                  |  29 +++++++++\n backend/schemas.py                        |  13 ++++\n frontend/src/App.css                      | 103 ++++++++++++++++++++++++++++++\n frontend/src/api/public-client.ts         |  28 ++++++++\n frontend/src/components/AdminDropdown.tsx |  48 +++++++++++++-\n frontend/src/pages/AdminPipeline.tsx      |  11 ++--\n frontend/src/pages/CreatorsBrowse.tsx     |   8 +++\n frontend/src/pages/Home.tsx               |  86 ++++++++++++++++++++++++-\n 14 files changed, 467 insertions(+), 17 deletions(-)\n"}],"isError":false,"timestamp":1775191388105}}
{"type":"message","id":"f71f46b1","parentId":"f08d3b6c","timestamp":"2026-04-03T04:43:12.124Z","message":{"role":"assistant","content":[{"type":"text","text":"14 files changed, 467 insertions. Code changes verified. Now let me check the success criteria and definition of done from the roadmap."},{"type":"toolCall","id":"toolu_01LCXsWy8PyBPKr9YBs1xTgU","name":"read","arguments":{"offset":15,"path":".gsd/milestones/M015/M015-ROADMAP.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":118,"cacheRead":68780,"cacheWrite":1038,"totalTokens":69937,"cost":{"input":0.000005,"output":0.00295,"cacheRead":0.03439,"cacheWrite":0.0064875,"total":0.043832499999999996}},"stopReason":"toolUse","timestamp":1775191388106}}
{"type":"message","id":"f37e9299","parentId":"f71f46b1","timestamp":"2026-04-03T04:43:12.130Z","message":{"role":"toolResult","toolCallId":"toolu_01LCXsWy8PyBPKr9YBs1xTgU","toolName":"read","content":[{"type":"text","text":"Offset 15 is beyond end of file (14 lines total)"}],"details":{},"isError":true,"timestamp":1775191392127}}
{"type":"message","id":"c4747ed9","parentId":"f37e9299","timestamp":"2026-04-03T04:43:16.430Z","message":{"role":"assistant","content":[{"type":"text","text":"The roadmap is short — only the vision and slice overview. Let me check if there are success criteria, definition of done, and key risks sections elsewhere."},{"type":"toolCall","id":"toolu_01Qp3Tme9J5WUivbkEKCEebk","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && cat .gsd/milestones/M015/M015-ROADMAP.md"}},{"type":"toolCall","id":"toolu_01EZ8qd2ziX3giUBaQVniaXu","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && ls .gsd/milestones/M015/"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":184,"cacheRead":68780,"cacheWrite":1191,"totalTokens":70156,"cost":{"input":0.000005,"output":0.0046,"cacheRead":0.03439,"cacheWrite":0.007443750000000001,"total":0.046438749999999994}},"stopReason":"toolUse","timestamp":1775191392128}}
{"type":"message","id":"7c36538d","parentId":"c4747ed9","timestamp":"2026-04-03T04:43:16.453Z","message":{"role":"toolResult","toolCallId":"toolu_01Qp3Tme9J5WUivbkEKCEebk","toolName":"bash","content":[{"type":"text","text":"# M015: \n\n## Vision\nAdd social proof and freshness signals to the public site: search query logging with popular/trending searches display, creator last-updated dates, homepage stats scorecard, and admin dropdown hover behavior.\n\n## Slice Overview\n| ID | Slice | Risk | Depends | Done | After this |\n|----|-------|------|---------|------|------------|\n| S01 | Search Query Logging + Popular Searches API | medium | — | ✅ | GET /api/v1/search/popular returns top 10 queries from last 7 days, cached in Redis. search_log table has rows from real searches. |\n| S02 | Creator Freshness + Homepage Card Dates | low | — | ✅ | Creators browse page shows 'Last updated: Apr 3' per creator. Homepage recently-added cards show a subtle date. |\n| S03 | Homepage Stats Scorecard | low | — | ✅ | Homepage shows a metric block with article count, creator count in scorecard style matching the dark/cyan design. |\n| S04 | Trending Searches Homepage Block | low | S01 | ✅ | Homepage shows a 'Trending Searches' section with real-time terms people are searching. |\n| S05 | Admin Dropdown Hover on Desktop | low | — | ✅ | Admin dropdown opens on hover at desktop widths. On mobile, opens on tap. |\n"}],"isError":false,"timestamp":1775191396452}}
{"type":"message","id":"9d82e2ac","parentId":"7c36538d","timestamp":"2026-04-03T04:43:16.457Z","message":{"role":"toolResult","toolCallId":"toolu_01EZ8qd2ziX3giUBaQVniaXu","toolName":"bash","content":[{"type":"text","text":"M015-CONTEXT.md\nM015-ROADMAP.md\nM015-VALIDATION.md\nslices\n"}],"isError":false,"timestamp":1775191396455}}
{"type":"message","id":"38b39e1c","parentId":"9d82e2ac","timestamp":"2026-04-03T04:43:19.867Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01HFvk5ZEYbQP8JMDSaCAH5e","name":"read","arguments":{"path":".gsd/milestones/M015/M015-CONTEXT.md"}},{"type":"toolCall","id":"toolu_01Uni8ETDoyyuAJ9iwWpGVFT","name":"read","arguments":{"path":".gsd/milestones/M015/M015-VALIDATION.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":119,"cacheRead":69971,"cacheWrite":602,"totalTokens":70693,"cost":{"input":0.000005,"output":0.002975,"cacheRead":0.034985499999999996,"cacheWrite":0.0037625000000000002,"total":0.041728}},"stopReason":"toolUse","timestamp":1775191396455}}
{"type":"message","id":"887fb909","parentId":"38b39e1c","timestamp":"2026-04-03T04:43:19.871Z","message":{"role":"toolResult","toolCallId":"toolu_01HFvk5ZEYbQP8JMDSaCAH5e","toolName":"read","content":[{"type":"text","text":"# M015: Social Proof, Freshness Signals & Admin UX\n\n**Gathered:** 2026-04-03\n**Status:** Ready for planning\n\n## Project Description\n\nChrysopedia is a music production knowledge base with 20 technique pages, 43 source videos, and 7 creators. This milestone adds social proof and freshness signals to the public site, plus a UX improvement for admin navigation.\n\n## Why This Milestone\n\nThe site has content but lacks signals that communicate activity, freshness, and community engagement. Users can't tell when content was last updated, how much content exists, or what other people are searching for. These signals build credibility and guide discovery.\n\n## User-Visible Outcome\n\n### When this milestone is complete, the user can:\n\n- See when each creator last had content added on the Creators browse page\n- See a subtle \"last updated\" date on recently-added homepage cards\n- See aggregate stats (article count, creator count) on the homepage in a scorecard-style block\n- See what search terms are popular/trending on the homepage\n- (Admin) Hover over the Admin dropdown on desktop to open it without clicking\n\n### Entry point / environment\n\n- Entry point: http://ub01:8096\n- Environment: Docker Compose on ub01, browser\n- Live dependencies involved: PostgreSQL, Redis (for search query caching)\n\n## Completion Class\n\n- Contract complete means: Frontend builds, API endpoints return correct data, search logging confirmed via DB query\n- Integration complete means: All features visible on live ub01:8096 site\n- Operational complete means: none (no new services)\n\n## Final Integrated Acceptance\n\nTo call this milestone complete, we must prove:\n\n- Homepage shows stats scorecard with real counts, trending searches with real terms, and recently-added cards with date tags\n- Creators browse page shows last-updated per creator\n- Admin dropdown opens on hover (desktop) and tap (mobile)\n- search_log table in PostgreSQL has rows from real searches\n- Popular searches endpoint returns cached results from Redis\n\n## Risks and Unknowns\n\n- Search query logging must not slow down the search response path — write should be async/non-blocking\n- Popular searches cache TTL needs to be short enough to feel \"realtime\" but long enough to avoid DB load — 5-10 min TTL\n\n## Existing Codebase / Prior Art\n\n- `backend/routers/search.py` — Current search endpoint, needs logging hook added\n- `backend/models.py` — All models, need new SearchLog model\n- `frontend/src/pages/Home.tsx` — Homepage with recently-added section, popular topics, featured technique\n- `frontend/src/pages/CreatorsBrowse.tsx` — Creators list page\n- `frontend/src/components/AdminDropdown.tsx` — Click-to-open dropdown, needs hover behavior\n- `frontend/src/App.css` — All styles, admin-dropdown styles exist\n\n> See `.gsd/DECISIONS.md` for all architectural and pattern decisions.\n\n## Relevant Requirements\n\n- R033 — Creator Last Updated Date\n- R034 — Homepage Stats Scorecard\n- R035 — Popular Search Terms Display\n- R036 — Admin Dropdown Hover on Desktop\n\n## Scope\n\n### In Scope\n\n- Search query logging to PostgreSQL (search_log table)\n- Redis-cached popular searches endpoint\n- Creator \"last updated\" derived from latest technique page created_at\n- Homepage stats scorecard block\n- Homepage trending searches block\n- \"Last updated\" subtle date on recently-added homepage cards\n- Admin dropdown hover on desktop, tap on mobile\n\n### Out of Scope / Non-Goals\n\n- Search analytics dashboard (just the raw logging + public display)\n- Zero-result search tracking display (data will exist but no UI for it)\n- User accounts or personalization\n\n## Technical Constraints\n\n- PostgreSQL search_log INSERT must be non-blocking (don't slow search responses)\n- Redis cache TTL 5-10 minutes for popular searches\n- Stats scorecard should use existing API data where possible (avoid new endpoints if a simple aggregate query works)\n- Admin dropdown hover must not break mobile touch targets (44x44px minimum)\n\n## Integration Points\n\n- PostgreSQL — New search_log table via Alembic migration\n- Redis — Cache key for popular searches (chrysopedia:popular_searches)\n- Existing search endpoint — Add logging hook\n- Existing creators endpoint — Add last_technique_at field\n- Homepage — New sections (stats, trending)\n\n## Open Questions\n\n- None — scope is clear and user confirmed approach\n"}],"isError":false,"timestamp":1775191399870}}
{"type":"message","id":"bc02b53f","parentId":"887fb909","timestamp":"2026-04-03T04:43:19.874Z","message":{"role":"toolResult","toolCallId":"toolu_01Uni8ETDoyyuAJ9iwWpGVFT","toolName":"read","content":[{"type":"text","text":"---\nverdict: pass\nremediation_round: 0\n---\n\n# Milestone Validation: M015\n\n## Success Criteria Checklist\nNo explicit success criteria section in the roadmap. Validated against slice demo claims and verification classes:\n\n- [x] **S01 demo:** GET /api/v1/search/popular returns top 10 queries from last 7 days, cached in Redis. search_log table has rows from real searches. — **PASS** (verified via curl, DB row count, cached flag)\n- [x] **S02 demo:** Creators browse page shows 'Last updated: Apr 3' per creator. Homepage recently-added cards show a subtle date. — **PASS** (browser assertions on ub01:8096 confirm both)\n- [x] **S03 demo:** Homepage shows a metric block with article count, creator count in scorecard style matching the dark/cyan design. — **PASS** (browser screenshot confirms 21 ARTICLES / 7 CREATORS in cyan-on-dark)\n- [x] **S04 demo:** Homepage shows a 'Trending Searches' section with real-time terms people are searching. — **PASS** (browser verification on ub01:8096, pill links navigate to search results)\n- [x] **S05 demo:** Admin dropdown opens on hover at desktop widths. On mobile, opens on tap. — **PASS** (matchMedia guard + hover handlers + 150ms leave delay verified, build passes)\n\n## Slice Delivery Audit\n| Slice | Claimed Output | Delivered | Evidence |\n|-------|---------------|-----------|----------|\n| S01 | search_log table + GET /search/popular with Redis cache | ✅ Yes | Migration 013 applied, 3 search_log rows confirmed, curl returns JSON with cached flag |\n| S02 | last_technique_at on creators API, dates on browse + homepage | ✅ Yes | API field present on all items, browser assertions confirm date rendering |\n| S03 | GET /stats endpoint + homepage scorecard | ✅ Yes | curl returns {technique_count:21, creator_count:7}, browser screenshot confirms |\n| S04 | Trending Searches homepage section from popular API | ✅ Yes | Pill links render with real terms, navigation works |\n| S05 | Hover-to-open admin dropdown on desktop | ✅ Yes | matchMedia ref, onMouseEnter/Leave handlers, 150ms delay, build passes |\n\n## Cross-Slice Integration\n**S01 → S04 dependency:** S01 provides GET /api/v1/search/popular. S04 consumes it via fetchPopularSearches() in public-client.ts. Both summaries confirm the integration. No boundary mismatches.\n\nAll other slices (S02, S03, S05) are independent — no cross-slice dependencies. No mismatches found.\n\n## Requirement Coverage\n| Requirement | Status | Covered By | Evidence |\n|-------------|--------|-----------|----------|\n| R033 — Creator Last Updated Date | Validated | S02 | Browser assertions on ub01:8096 confirm dates on creators page and homepage cards in short Mon D format |\n| R034 — Homepage Stats Scorecard | Validated | S03 | GET /api/v1/stats returns {technique_count:21, creator_count:7}. Browser screenshot confirms scorecard visible |\n| R035 — Popular Search Terms Display | Validated | S01 + S04 | Backend logging + caching (S01) and frontend display (S04) both verified end-to-end |\n| R036 — Admin Dropdown Hover on Desktop | Validated | S05 | matchMedia guard + hover handlers + 150ms leave delay. Build passes |\n\nAll four milestone requirements fully covered and validated.\n\n## Verification Class Compliance\n**Contract:** ✅ PASS\n- Frontend builds with zero TS errors (S03: npm run build exits 0, S04: npx tsc --noEmit zero errors, S05: build passes)\n- Alembic migration 013 applies cleanly (S01: migration applied on ub01)\n- API endpoints return expected shapes (S01: PopularSearchesResponse, S03: StatsResponse verified via curl)\n\n**Integration:** ✅ PASS\n- All features visible on live ub01:8096 (S02, S03, S04 verified with browser assertions/screenshots)\n- search_log rows appear after real searches (S01: 3 rows confirmed)\n- Popular endpoint returns cached data (S01: curl returns cached:true)\n\n**Operational:** N/A (listed as \"none\" in planning)\n\n**UAT:** ✅ PASS\n- All 5 slices have UAT test files\n- Visual inspection of homepage stats (S03), trending searches (S04), creator dates (S02), admin dropdown hover (S05) — all confirmed\n\n\n## Verdict Rationale\nAll 5 slices delivered their claimed outputs with verification evidence. All 4 requirements (R033-R036) are fully covered and validated. Cross-slice integration (S01→S04) works correctly. All non-empty verification classes (Contract, Integration, UAT) have evidence. No gaps or regressions found.\n"}],"isError":false,"timestamp":1775191399872}}
{"type":"message","id":"b7313155","parentId":"bc02b53f","timestamp":"2026-04-03T04:43:26.032Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"Good — validation already passed. Let me now check the requirements and decisions to prepare the milestone completion.","thinkingSignature":"ErQCClkIDBgCKkCqlDhLwHDfzVeOxfSwtQthCsjhKrCg+SdQFAOplZV9OjyWHOQcakwl+sPPQQfBpqHX2QvgBGX5NG35iTy2o6K/Mg9jbGF1ZGUtb3B1cy00LTY4ABIMJW+tsx6noH/InZrEGgwdjXDpES6SaIx87JUiMHGIedSYjGVFl/SC7EbCSqtKO3sc7xB2tou50JThojz26gSmQmshP8m1ld5h3w/h8yqIAWhd1RDG7gCRxbBEMQSbpA0xtujyarhwmHvwcRTw/A5WRuq6+d85kQ7ub39ed6JOvSsZDztGK0ykKXNsT+dSHskCDdkmpad5a/LLpgToWMIsmuLOKipVkqKJxBTchCDd2/KwKUhgOjW+xyDM/WnEQXzXXPzRdJUQYOHCL4TVLzXwUho9v7pIjk8YAQ=="},{"type":"text","text":"Validation already passed. All 5 slices complete, 14 files changed with 467 insertions, all 4 requirements verified. Let me check decisions and requirements for the completion record."},{"type":"toolCall","id":"toolu_01YJmKho4yXWsFRKquUanVsr","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && grep -A3 'D025\\|D026\\|D027\\|D028\\|D029\\|D030' .gsd/DECISIONS.md | head -40"}},{"type":"toolCall","id":"toolu_01A9FKntVPnxBRQLDyKTgCgx","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && grep -A3 'R033\\|R034\\|R035\\|R036' .gsd/REQUIREMENTS.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":268,"cacheRead":69971,"cacheWrite":3039,"totalTokens":73279,"cost":{"input":0.000005,"output":0.0067,"cacheRead":0.034985499999999996,"cacheWrite":0.01899375,"total":0.060684249999999995}},"stopReason":"toolUse","timestamp":1775191399873}}
{"type":"message","id":"c01c6ed3","parentId":"b7313155","timestamp":"2026-04-03T04:43:26.045Z","message":{"role":"toolResult","toolCallId":"toolu_01YJmKho4yXWsFRKquUanVsr","toolName":"bash","content":[{"type":"text","text":"| D025 | M015 | architecture | Search query storage and popular searches architecture | PostgreSQL search_log table + Redis read-through cache with 5-min TTL | PostgreSQL gives full historical data for future analytics (zero-result queries, time-of-day patterns). Redis cache prevents DB query on every homepage load. 5-min TTL balances freshness with load. Volume is tiny at current scale. | Yes | collaborative |\n| D026 |  | requirement | R033 | validated | Creators browse page shows \"Last updated: Apr 2/3\" per creator with techniques, omits for 0-technique creators. Homepage recently-added cards show subtle date stamps. Both verified live on ub01:8096. | Yes | agent |\n| D027 |  | requirement | R034 | validated | Homepage renders stats block with real counts from the API: GET /api/v1/stats returns {\"technique_count\":21,\"creator_count\":7}, and the frontend scorecard displays \"21 ARTICLES\" and \"7 CREATORS\" in cyan-on-dark design. Visual and API verification both pass. | Yes | agent |\n| D028 |  | requirement | R036 | validated | AdminDropdown.tsx now opens on hover at desktop widths (≥769px) via matchMedia guard with 150ms leave delay, while mobile retains tap-to-toggle. Build passes. Satisfies R036 criteria. | Yes | agent |\n"}],"isError":false,"timestamp":1775191406045}}
{"type":"message","id":"2230f17c","parentId":"c01c6ed3","timestamp":"2026-04-03T04:43:26.047Z","message":{"role":"toolResult","toolCallId":"toolu_01A9FKntVPnxBRQLDyKTgCgx","toolName":"bash","content":[{"type":"text","text":"## R033 — Creator Last Updated Date\n**Status:** active\n**Description:** Each creator shows when their latest technique page was added. Visible on Creators browse page and subtly on homepage recently-added cards.\n**Validation:** Creators browse page shows \"Last updated\" per creator. Homepage cards show a small date.\n--\n## R034 — Homepage Stats Scorecard\n**Status:** active\n**Description:** Homepage displays a visual metrics block showing article count, creator count in a scorecard/metric style that communicates volume and credibility without being literal or boastful.\n**Validation:** Homepage renders stats block with real counts from the API.\n--\n## R035 — Popular Search Terms Display\n**Status:** active\n**Description:** Show real search terms users are using in real-time. Backend logs all search queries to PostgreSQL, caches popular queries in Redis, and exposes a trending endpoint. Frontend displays these on the homepage.\n**Validation:** Search queries are logged. Popular searches endpoint returns cached top-N. Homepage shows trending terms.\n--\n## R036 — Admin Dropdown Hover on Desktop\n**Status:** active\n**Description:** Admin navigation dropdown opens on mouse hover at desktop viewport widths (≥768px). On mobile/touch, remains click/tap to expand.\n**Validation:** Desktop: hovering over \"Admin ▾\" opens the dropdown menu. Mobile: requires tap.\n"}],"isError":false,"timestamp":1775191406046}}
{"type":"message","id":"f1c45708","parentId":"2230f17c","timestamp":"2026-04-03T04:43:29.775Z","message":{"role":"assistant","content":[{"type":"text","text":"All 4 requirements are still marked \"active\" — need to update them to \"validated\". Let me also read PROJECT.md to update it after completion."},{"type":"toolCall","id":"toolu_01MpzFPMkeEjiDTJaebK6uKL","name":"read","arguments":{"path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":91,"cacheRead":73010,"cacheWrite":932,"totalTokens":74034,"cost":{"input":0.000005,"output":0.002275,"cacheRead":0.036504999999999996,"cacheWrite":0.005825,"total":0.04461}},"stopReason":"toolUse","timestamp":1775191406046}}
{"type":"message","id":"32eeb5bc","parentId":"f1c45708","timestamp":"2026-04-03T04:43:29.781Z","message":{"role":"toolResult","toolCallId":"toolu_01MpzFPMkeEjiDTJaebK6uKL","toolName":"read","content":[{"type":"text","text":"# Chrysopedia\n\n**Knowledge base for music production techniques**, extracted from video content via an LLM-powered pipeline. Producers can search for specific techniques and find timestamped key moments, signal chains, and synthesized study guides — all derived from creator videos.\n\n## Current State\n\nFourteen milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.\n\n### What's Built\n\n- **Transcription pipeline** — Desktop script: video → ffmpeg audio extraction → Whisper large-v3 → timestamped transcript JSON\n- **6-stage LLM extraction pipeline** — Transcript segmentation → key moment extraction → classification/tagging → technique page synthesis → embedding/indexing. Per-stage model routing (chat vs thinking models). Resumable per-video per-stage.\n- **Article versioning** — Pre-overwrite snapshots with pipeline metadata (prompt SHA-256 hashes, model config) for benchmarking extraction quality across prompt iterations.\n- **Review queue UI** — Admin interface for approving/editing/rejecting extracted key moments.\n- **Search-first web UI** — Dark theme with cyan accents. Semantic search (Qdrant), topic/creator browse pages, technique detail pages with signal chain blocks and video source metadata. Search autocomplete with popular suggestions on focus and typeahead on 2+ characters.\n- **Docker Compose deployment** — API, worker, web, watcher, PostgreSQL, Redis, Qdrant, Ollama on ub01 with bind mounts at `/vmPool/r/services/chrysopedia_*`.\n- **Transcript folder watcher** — Standalone service monitors `/vmPool/r/services/chrysopedia_watch/` for new transcript JSON files, validates structure, POSTs to ingest API. Processed files move to `processed/`, failures to `failed/` with `.error` sidecar. Uses watchdog PollingObserver for ZFS reliability.\n- **Prompt template system** — Editable per-stage prompt files with SHA-256 tracking for reproducibility.\n- **Pipeline admin dashboard** — Admin page at `/admin/pipeline` with video list, status badges, retrigger/revoke controls, expandable event log with token usage, collapsible JSON response viewer, and live worker status indicator. Pipeline events instrumented via `PipelineEvent` model (stage, event_type, token counts, JSONB payload).\n- **Technique page 2-column layout** — Prose content (summary + study guide) on left, sidebar (key moments, signal chains, plugins, related techniques) on right at desktop widths. Sticky sidebar. Collapses to single column at ≤768px.\n- **Key moment card redesign** — Cards in sidebar show title prominently on its own line (h3), with source file, timestamp, and content type badge on a clean metadata row below.\n- **Admin navigation dropdown** — Header consolidated: Home, Topics, Creators visible; Admin dropdown reveals Review, Reports, Pipeline. ModeToggle removed from header.\n- **Pipeline head/tail log view** — Pipeline event log shows Head/Tail toggle with configurable event count. Token counts visible per event and per video.\n- **Pipeline debug mode** — Redis-backed toggle captures full LLM system prompt, user prompt, and response text in pipeline_events. Per-stage token summary endpoint for cost/usage analysis.\n- **Debug payload viewer** — Admin UI component for viewing, copying, and exporting full LLM I/O from debug-mode pipeline runs.\n- **Admin UX improvements** — Debug mode toggle, status filter pills, cleaner labels, pruned dead UI elements, review queue cross-links.\n- **Git commit SHA tracking** — Pipeline captures current git commit SHA. Technique page versions display commit hash in metadata.\n- **Technique page tag polish** — Sidebar reordered (Plugins Referenced at top), creator name prominent, tags use coherent color system.\n- **Topics page redesign** — 7 categories (including Music Theory) with card layout, descriptions, sub-topic counts, colored left borders.\n- **App footer** — Every page shows version, build date, commit SHA (linked to GitHub), and repo link. Build-time constants via Vite define with Docker ARG/ENV passthrough.\n- **Key moment search links fixed** — Search results for key moments link to parent technique page with anchor scroll to the specific moment.\n- **Test data and jargon cleanup** — Removed TestCreator from production data. Removed yellow \"livestream sourced\" jargon banner from search results. Clean footer version info.\n- **Homepage card enrichment** — Technique cards on homepage show topic tag pills and key moment count. Creator detail pages show technique-count-by-topic instead of meaningless '0 views'.\n- **Homepage first impression** — Hero tagline (\"Production Knowledge, Distilled\"), value proposition, 3-step how-it-works grid, \"Start Exploring\" CTA, popular topic quick-links, featured technique spotlight (random), and enriched 2-column recently-added grid with deduplication.\n- **About page** — /about with what/how/who sections (purpose, 5-step extraction pipeline, maintainer links). Footer link added.\n- **Dedicated sub-topic pages** — Clicking a sub-topic on Topics page loads `/topics/:category/:subtopic` with techniques grouped by creator, breadcrumb navigation, and loading/error/empty states.\n- **Related techniques cross-linking** — Every technique page shows up to 4 related techniques scored by creator overlap, topic match, and shared tags. Curated links take priority; dynamic results fill remaining slots.\n- **Topic color coding & page transitions** — Per-category accent colors on sub-topic pages and search results. CSS-only fade-in page enter animation on all 7 public pages.\n- **Search autocomplete** — Shared SearchAutocomplete component with popular suggestions on empty focus and debounced typeahead on 2+ characters. Used on Home and SearchResults pages.\n- **Interaction delight** — Card hover animations (scale + shadow), staggered entrance animations on card grids, featured technique glow treatment, Random Technique discovery button.\n- **Topics collapse/expand** — Topics page loads with all categories collapsed. Smooth CSS grid-template-rows animation on expand/collapse.\n- **Creator stats pills** — Creator detail page topic stats rendered as colored pill badges matching category colors.\n- **Tag overflow** — Shared TagList component caps visible tags at 4 with \"+N more\" overflow pill. Applied across all 5 tag-rendering sites.\n- **Empty subtopic handling** — Subtopics with 0 techniques show \"Coming soon\" badge instead of dead-end links.\n- **Accessibility & SEO fixes** — Single h1 per page, skip-to-content keyboard link, AA-compliant muted text contrast (#828291), descriptive per-route browser tab titles via useDocumentTitle hook.\n- **Multi-field composite search** — Search tokenizes multi-word queries, AND-matches each token across creator/title/tags/category/body fields. Partial matches fallback when no exact cross-field match exists. Qdrant embeddings enriched with creator names and topic tags. Admin reindex-all endpoint for re-embedding after changes.\n- **Sort controls on all list views** — Reusable SortDropdown component on SearchResults, SubTopicPage, and CreatorDetail. Sort options: relevance/newest/oldest/alpha/creator (context-appropriate per page). Preference persists in sessionStorage across navigation.\n- **Prompt quality toolkit** — CLI tool (`python -m pipeline.quality`) with: LLM fitness suite (9 tests across Mandelbrot reasoning, JSON compliance, instruction following, diverse battery), 5-dimension quality scorer with voice preservation dial (3-band prompt modification), automated prompt A/B optimization loop (LLM-powered variant generation, iterative scoring, leaderboard/trajectory reporting), multi-stage support for pipeline stages 2-5 with per-stage rubrics and fixtures.\n- **Search query logging** — All non-empty searches logged to PostgreSQL search_log table via fire-and-forget async pattern. GET /api/v1/search/popular returns top 10 queries from last 7 days with Redis read-through cache (5-min TTL).\n- **Multi-source technique pages** — Technique pages restructured to support multiple source videos per page. Nested H2/H3 body sections with table of contents and inline [N] citation markers linking prose claims to source key moments. Composition pipeline merges new video moments into existing pages with offset-based citation re-indexing and deduplication. Format-discriminated rendering (v1 dict / v2 list-of-objects) preserves backward compatibility. Per-section Qdrant embeddings with deterministic UUIDs enable section-level search results with deep-link scrolling. Admin view at /admin/techniques for multi-source page management.\n\n### Stack\n\n- **Backend:** FastAPI + Celery + SQLAlchemy (async) + PostgreSQL + Redis + Qdrant\n- **Frontend:** React + TypeScript + Vite\n- **LLM:** OpenAI-compatible API (DGX Sparks Qwen primary, local Ollama fallback)\n- **Deployment:** Docker Compose on ub01, nginx reverse proxy on nuc01\n\n### Milestone History\n\n| ID | Title | Status |\n|----|-------|--------|\n| M001 | Chrysopedia Foundation — Infrastructure, Pipeline Core, and Skeleton UI | ✅ Complete |\n| M002 | Deployment — GitHub, ub01 Docker Stack, and Production Wiring | ✅ Complete |\n| M003 | Domain + DNS + Per-Stage LLM Model Routing | ✅ Complete |\n| M004 | UI Polish, Bug Fixes, Technique Page Redesign, and Article Versioning | ✅ Complete |\n| M005 | Pipeline Dashboard, Technique Page Redesign, Key Moment Cards | ✅ Complete |\n| M006 | Admin Nav, Pipeline Log Views, Commit SHA, Tag Polish, Topics Redesign, Footer | ✅ Complete |\n| M007 | Pipeline Transparency, Auto-Ingest, Admin UX Polish, and Mobile Fixes | ✅ Complete |\n| M008 | Credibility Debt Cleanup — Broken Links, Test Data, Jargon, Empty Metrics | ✅ Complete |\n| M009 | Homepage & First Impression | ✅ Complete |\n| M010 | Discovery, Navigation & Visual Identity | ✅ Complete |\n| M011 | Interaction Polish, Navigation & Accessibility | ✅ Complete |\n| M012 | Multi-Field Composite Search & Sort Controls | ✅ Complete |\n| M013 | Prompt Quality Toolkit — LLM Fitness, Scoring, and Automated Optimization | ✅ Complete |\n| M014 | Multi-Source Technique Pages — Nested Sections, Composition, Citations, and Section Search | ✅ Complete |\n| M015 | Social Proof & Freshness Signals | 🔧 In Progress |\n"}],"isError":false,"timestamp":1775191409778}}
{"type":"message","id":"3c6230b8","parentId":"32eeb5bc","timestamp":"2026-04-03T04:44:12.849Z","message":{"role":"assistant","content":[{"type":"text","text":"All verification passes. Let me now complete the milestone."},{"type":"toolCall","id":"toolu_01CCfQTzfHV794h27fbVefao","name":"gsd_complete_milestone","arguments":{"definitionOfDoneResults":"- [x] All 5 slices complete (S01–S05 all ✅ in roadmap)\n- [x] All 5 slice summaries exist with verification evidence\n- [x] Cross-slice integration: S01→S04 dependency verified (S04 consumes S01's popular searches API successfully)\n- [x] Frontend builds with zero TypeScript errors\n- [x] All features deployed and verified on live ub01:8096\n- [x] Code changes verified: 14 files changed, 467 insertions (git diff confirms non-.gsd/ changes)","deviations":"Docker Compose service name is chrysopedia-web, not chrysopedia-web-8096 as referenced in CLAUDE.md. Minor plan spec mismatch: router stores full prefix paths ('/search/popular') not bare ('/popular'). CSS custom property names used real codebase conventions (--color-accent) instead of plan shorthand (--accent).","followUps":"Stats endpoint has no caching — would benefit from Redis caching or stale-while-revalidate if traffic grows. Popular searches cache key is global (no per-scope queries). Search analytics dashboard could be built from the search_log data (zero-result queries, time-of-day patterns).","keyDecisions":["D025: PostgreSQL search_log + Redis read-through cache with 5-min TTL for popular searches (collaborative)","Fire-and-forget asyncio.create_task with independent session for non-blocking search logging","Correlated scalar subquery for last_technique_at to preserve existing creators query structure","Used existing CSS custom property names (--color-accent, --color-bg-surface) rather than plan shorthand","matchMedia ref with 150ms leave delay for hover-to-open admin dropdown without breaking mobile"],"keyFiles":["backend/models.py","backend/schemas.py","backend/routers/search.py","backend/routers/stats.py","backend/routers/creators.py","backend/main.py","alembic/versions/013_add_search_log.py","frontend/src/pages/Home.tsx","frontend/src/pages/CreatorsBrowse.tsx","frontend/src/api/public-client.ts","frontend/src/components/AdminDropdown.tsx","frontend/src/App.css"],"lessonsLearned":["Fire-and-forget async logging with independent DB sessions is the right pattern for non-blocking analytics writes in FastAPI — catch-all exception handling prevents logging failures from surfacing to users","Redis read-through cache pattern (check → miss → query → SET with TTL → return) is simple and effective for low-traffic endpoints where stale data is acceptable","Correlated scalar subqueries preserve existing query structure better than JOINs when adding a single derived field to an existing endpoint"],"milestoneId":"M015","narrative":"M015 added social proof and freshness signals to the Chrysopedia public site. Five slices delivered independently (except S04 depending on S01's popular searches API).\n\n**S01** added search query logging — a SearchLog model with Alembic migration 013, fire-and-forget async INSERT on every non-empty search, and a GET /search/popular endpoint with Redis read-through cache (5-min TTL, 7-day window, LOWER normalization). Deployed and verified with real search data on ub01.\n\n**S02** added creator freshness dates — a correlated MAX(created_at) subquery on the creators endpoint exposes last_technique_at, rendered as \"Last updated: Mon D\" on the creators browse page. Homepage recently-added cards also gained subtle date stamps.\n\n**S03** added a homepage stats scorecard — GET /api/v1/stats returns live technique_count and creator_count via async COUNT queries. The frontend renders these in a cyan-on-dark scorecard between nav cards and the random technique button.\n\n**S04** wired S01's popular searches API into a Trending Searches homepage section with clickable pill links that navigate to search results. Conditionally hidden when no data exists.\n\n**S05** added hover-to-open on the admin dropdown at desktop widths (≥769px) via matchMedia ref with 150ms leave delay. Mobile retains tap-to-toggle.\n\nAll features deployed and verified live on ub01:8096. 14 files changed, 467 insertions across backend (models, schemas, routers, migration) and frontend (pages, components, styles, API client).","oneLiner":"Added search query logging with trending searches display, creator freshness dates, homepage stats scorecard, and admin dropdown hover behavior across 5 slices touching 14 files.","requirementOutcomes":"| Requirement | Previous Status | New Status | Evidence |\n|-------------|----------------|------------|----------|\n| R033 — Creator Last Updated Date | Active | **Validated** | Browser assertions on ub01:8096 confirm \"Last updated: Apr 2/3\" on creators page and date stamps on homepage cards |\n| R034 — Homepage Stats Scorecard | Active | **Validated** | GET /api/v1/stats returns {technique_count:21, creator_count:7}. Browser screenshot confirms scorecard in cyan-on-dark design |\n| R035 — Popular Search Terms Display | Active | **Validated** | Backend: search_log table with rows, GET /search/popular returns cached top-N. Frontend: Trending Searches section with clickable pills on homepage |\n| R036 — Admin Dropdown Hover on Desktop | Active | **Validated** | AdminDropdown.tsx implements matchMedia guard + hover handlers + 150ms leave delay. Build passes |","successCriteriaResults":"Validated against the Final Integrated Acceptance from M015-CONTEXT.md:\n\n- [x] **Homepage shows stats scorecard with real counts** — GET /api/v1/stats returns {technique_count:21, creator_count:7}. Browser screenshot confirms \"21 ARTICLES\" and \"7 CREATORS\" in cyan-on-dark scorecard. (S03)\n- [x] **Homepage shows trending searches with real terms** — Trending Searches section renders pills with terms like \"reverb\", \"synthesis\", \"fx\", \"drums\" sourced from GET /search/popular. (S04)\n- [x] **Homepage recently-added cards show date tags** — .recent-card__date elements show \"Apr 2\", \"Apr 3\" in muted styling. (S02)\n- [x] **Creators browse page shows last-updated per creator** — \"Last updated: Apr 3\" visible on creator rows. Creators with 0 techniques omit the date. (S02)\n- [x] **Admin dropdown opens on hover (desktop) and tap (mobile)** — matchMedia(min-width:769px) guard + onMouseEnter/onMouseLeave with 150ms leave delay. Build passes. (S05)\n- [x] **search_log table has rows from real searches** — 3 rows confirmed via `SELECT count(*) FROM search_log` on ub01. (S01)\n- [x] **Popular searches endpoint returns cached results from Redis** — curl returns {\"items\":[{\"query\":\"reverb\",\"count\":1}],\"cached\":true}. (S01)","title":"Social Proof, Freshness Signals & Admin UX","verificationPassed":true}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":1935,"cacheRead":73942,"cacheWrite":2678,"totalTokens":78556,"cost":{"input":0.000005,"output":0.048375,"cacheRead":0.036971,"cacheWrite":0.016737500000000002,"total":0.1020885}},"stopReason":"toolUse","timestamp":1775191409779}}
{"type":"message","id":"852e738b","parentId":"3c6230b8","timestamp":"2026-04-03T04:44:12.890Z","message":{"role":"toolResult","toolCallId":"toolu_01CCfQTzfHV794h27fbVefao","toolName":"gsd_complete_milestone","content":[{"type":"text","text":"Completed milestone M015. Summary written to /home/aux/projects/content-to-kb-automator/.gsd/milestones/M015/M015-SUMMARY.md"}],"details":{"operation":"complete_milestone","milestoneId":"M015","summaryPath":"/home/aux/projects/content-to-kb-automator/.gsd/milestones/M015/M015-SUMMARY.md"},"isError":false,"timestamp":1775191452888}}
{"type":"message","id":"f870606b","parentId":"852e738b","timestamp":"2026-04-03T04:44:21.343Z","message":{"role":"assistant","content":[{"type":"text","text":"Now update the 4 requirements to validated status."},{"type":"toolCall","id":"toolu_01AVUnptaHADWBusTiVTkjx8","name":"gsd_requirement_update","arguments":{"id":"R033","status":"validated","validation":"Creators browse page shows \"Last updated: Apr 2/3\" per creator. Homepage recently-added cards show subtle date stamps. Both verified live on ub01:8096 via browser assertions."}},{"type":"toolCall","id":"toolu_01KfWQwntKX4B7joZuvy3USy","name":"gsd_requirement_update","arguments":{"id":"R034","status":"validated","validation":"GET /api/v1/stats returns {technique_count:21, creator_count:7}. Homepage scorecard displays \"21 ARTICLES\" and \"7 CREATORS\" in cyan-on-dark design. Verified via curl and browser screenshot on ub01:8096."}},{"type":"toolCall","id":"toolu_01DytesrUURvxugFxyC5qski","name":"gsd_requirement_update","arguments":{"id":"R035","status":"validated","validation":"Backend: search_log table with real rows, GET /search/popular returns cached top-N (5-min Redis TTL). Frontend: Trending Searches homepage section with clickable pill links navigating to search results. End-to-end verified on ub01:8096."}},{"type":"toolCall","id":"toolu_011bN1vHtd3Xx2ttcFJPnE5E","name":"gsd_requirement_update","arguments":{"id":"R036","status":"validated","validation":"AdminDropdown.tsx implements matchMedia(min-width:769px) guard with onMouseEnter/onMouseLeave and 150ms leave delay. Mobile retains tap-to-toggle. Frontend build passes with zero errors."}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":534,"cacheRead":76620,"cacheWrite":2009,"totalTokens":79164,"cost":{"input":0.000005,"output":0.01335,"cacheRead":0.03831,"cacheWrite":0.012556250000000001,"total":0.06422125}},"stopReason":"toolUse","timestamp":1775191452889}}
{"type":"message","id":"cf2d8451","parentId":"f870606b","timestamp":"2026-04-03T04:44:21.345Z","message":{"role":"toolResult","toolCallId":"toolu_01AVUnptaHADWBusTiVTkjx8","toolName":"gsd_requirement_update","content":[{"type":"text","text":"Error: Requirement R033 not found."}],"details":{"operation":"update_requirement","id":"R033","error":"not_found"},"isError":false,"timestamp":1775191461344}}
{"type":"message","id":"deaa81b3","parentId":"cf2d8451","timestamp":"2026-04-03T04:44:21.345Z","message":{"role":"toolResult","toolCallId":"toolu_01KfWQwntKX4B7joZuvy3USy","toolName":"gsd_requirement_update","content":[{"type":"text","text":"Error: Requirement R034 not found."}],"details":{"operation":"update_requirement","id":"R034","error":"not_found"},"isError":false,"timestamp":1775191461344}}
{"type":"message","id":"21c85598","parentId":"deaa81b3","timestamp":"2026-04-03T04:44:21.346Z","message":{"role":"toolResult","toolCallId":"toolu_01DytesrUURvxugFxyC5qski","toolName":"gsd_requirement_update","content":[{"type":"text","text":"Error: Requirement R035 not found."}],"details":{"operation":"update_requirement","id":"R035","error":"not_found"},"isError":false,"timestamp":1775191461345}}
{"type":"message","id":"a066d13d","parentId":"21c85598","timestamp":"2026-04-03T04:44:21.349Z","message":{"role":"toolResult","toolCallId":"toolu_011bN1vHtd3Xx2ttcFJPnE5E","toolName":"gsd_requirement_update","content":[{"type":"text","text":"Error: Requirement R036 not found."}],"details":{"operation":"update_requirement","id":"R036","error":"not_found"},"isError":false,"timestamp":1775191461345}}
{"type":"message","id":"784d5374","parentId":"a066d13d","timestamp":"2026-04-03T04:44:25.005Z","message":{"role":"assistant","content":[{"type":"text","text":"Requirements aren't in the DB — they exist only in the markdown file. Let me update REQUIREMENTS.md directly."},{"type":"toolCall","id":"toolu_01TZTutmmzSxp7YWg5AmtnC4","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && grep -n 'R033\\|R034\\|R035\\|R036' .gsd/REQUIREMENTS.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":121,"cacheRead":78629,"cacheWrite":695,"totalTokens":79446,"cost":{"input":0.000005,"output":0.0030250000000000003,"cacheRead":0.039314499999999995,"cacheWrite":0.00434375,"total":0.046688249999999994}},"stopReason":"toolUse","timestamp":1775191461347}}
{"type":"message","id":"b0087f73","parentId":"784d5374","timestamp":"2026-04-03T04:44:25.025Z","message":{"role":"toolResult","toolCallId":"toolu_01TZTutmmzSxp7YWg5AmtnC4","toolName":"bash","content":[{"type":"text","text":"197:## R033 — Creator Last Updated Date\n203:## R034 — Homepage Stats Scorecard\n209:## R035 — Popular Search Terms Display\n216:## R036 — Admin Dropdown Hover on Desktop\n"}],"isError":false,"timestamp":1775191465021}}
{"type":"message","id":"820a7ecf","parentId":"b0087f73","timestamp":"2026-04-03T04:44:28.226Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01Qx4241Hsvv7sKNuFLt29iT","name":"read","arguments":{"limit":30,"offset":197,"path":".gsd/REQUIREMENTS.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":92,"cacheRead":79324,"cacheWrite":185,"totalTokens":79602,"cost":{"input":0.000005,"output":0.0023,"cacheRead":0.039661999999999996,"cacheWrite":0.0011562500000000002,"total":0.043123249999999995}},"stopReason":"toolUse","timestamp":1775191465023}}
{"type":"message","id":"63d1f4f5","parentId":"820a7ecf","timestamp":"2026-04-03T04:44:28.230Z","message":{"role":"toolResult","toolCallId":"toolu_01Qx4241Hsvv7sKNuFLt29iT","toolName":"read","content":[{"type":"text","text":"## R033 — Creator Last Updated Date\n**Status:** active\n**Description:** Each creator shows when their latest technique page was added. Visible on Creators browse page and subtly on homepage recently-added cards.\n**Validation:** Creators browse page shows \"Last updated\" per creator. Homepage cards show a small date.\n**Primary Owner:** M015/S02\n\n## R034 — Homepage Stats Scorecard\n**Status:** active\n**Description:** Homepage displays a visual metrics block showing article count, creator count in a scorecard/metric style that communicates volume and credibility without being literal or boastful.\n**Validation:** Homepage renders stats block with real counts from the API.\n**Primary Owner:** M015/S03\n\n## R035 — Popular Search Terms Display\n**Status:** active\n**Description:** Show real search terms users are using in real-time. Backend logs all search queries to PostgreSQL, caches popular queries in Redis, and exposes a trending endpoint. Frontend displays these on the homepage.\n**Validation:** Search queries are logged. Popular searches endpoint returns cached top-N. Homepage shows trending terms.\n**Primary Owner:** M015/S01\n**Supporting Slices:** M015/S04\n\n## R036 — Admin Dropdown Hover on Desktop\n**Status:** active\n**Description:** Admin navigation dropdown opens on mouse hover at desktop viewport widths (≥768px). On mobile/touch, remains click/tap to expand.\n**Validation:** Desktop: hovering over \"Admin ▾\" opens the dropdown menu. Mobile: requires tap.\n**Primary Owner:** M015/S05\n"}],"isError":false,"timestamp":1775191468228}}
{"type":"message","id":"c5e699aa","parentId":"63d1f4f5","timestamp":"2026-04-03T04:44:37.355Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_018AXuqrJJcaycanzqzNDL9V","name":"edit","arguments":{"newText":"## R033 — Creator Last Updated Date\n**Status:** validated\n**Description:** Each creator shows when their latest technique page was added. Visible on Creators browse page and subtly on homepage recently-added cards.\n**Validation:** Creators browse page shows \"Last updated: Apr 2/3\" per creator. Homepage recently-added cards show subtle date stamps. Both verified live on ub01:8096 via browser assertions.\n**Primary Owner:** M015/S02\n\n## R034 — Homepage Stats Scorecard\n**Status:** validated\n**Description:** Homepage displays a visual metrics block showing article count, creator count in a scorecard/metric style that communicates volume and credibility without being literal or boastful.\n**Validation:** GET /api/v1/stats returns {technique_count:21, creator_count:7}. Homepage scorecard displays \"21 ARTICLES\" and \"7 CREATORS\" in cyan-on-dark design. Verified via curl and browser screenshot on ub01:8096.\n**Primary Owner:** M015/S03\n\n## R035 — Popular Search Terms Display\n**Status:** validated\n**Description:** Show real search terms users are using in real-time. Backend logs all search queries to PostgreSQL, caches popular queries in Redis, and exposes a trending endpoint. Frontend displays these on the homepage.\n**Validation:** Backend: search_log table with real rows, GET /search/popular returns cached top-N (5-min Redis TTL). Frontend: Trending Searches homepage section with clickable pill links. End-to-end verified on ub01:8096.\n**Primary Owner:** M015/S01\n**Supporting Slices:** M015/S04\n\n## R036 — Admin Dropdown Hover on Desktop\n**Status:** validated\n**Description:** Admin navigation dropdown opens on mouse hover at desktop viewport widths (≥768px). On mobile/touch, remains click/tap to expand.\n**Validation:** AdminDropdown.tsx implements matchMedia(min-width:769px) guard with 150ms leave delay. Mobile retains tap-to-toggle. Frontend build passes with zero errors.\n**Primary Owner:** M015/S05","oldText":"## R033 — Creator Last Updated Date\n**Status:** active\n**Description:** Each creator shows when their latest technique page was added. Visible on Creators browse page and subtly on homepage recently-added cards.\n**Validation:** Creators browse page shows \"Last updated\" per creator. Homepage cards show a small date.\n**Primary Owner:** M015/S02\n\n## R034 — Homepage Stats Scorecard\n**Status:** active\n**Description:** Homepage displays a visual metrics block showing article count, creator count in a scorecard/metric style that communicates volume and credibility without being literal or boastful.\n**Validation:** Homepage renders stats block with real counts from the API.\n**Primary Owner:** M015/S03\n\n## R035 — Popular Search Terms Display\n**Status:** active\n**Description:** Show real search terms users are using in real-time. Backend logs all search queries to PostgreSQL, caches popular queries in Redis, and exposes a trending endpoint. Frontend displays these on the homepage.\n**Validation:** Search queries are logged. Popular searches endpoint returns cached top-N. Homepage shows trending terms.\n**Primary Owner:** M015/S01\n**Supporting Slices:** M015/S04\n\n## R036 — Admin Dropdown Hover on Desktop\n**Status:** active\n**Description:** Admin navigation dropdown opens on mouse hover at desktop viewport widths (≥768px). On mobile/touch, remains click/tap to expand.\n**Validation:** Desktop: hovering over \"Admin ▾\" opens the dropdown menu. Mobile: requires tap.\n**Primary Owner:** M015/S05","path":".gsd/REQUIREMENTS.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":934,"cacheRead":79509,"cacheWrite":460,"totalTokens":80904,"cost":{"input":0.000005,"output":0.023350000000000003,"cacheRead":0.0397545,"cacheWrite":0.002875,"total":0.0659845}},"stopReason":"toolUse","timestamp":1775191468229}}
{"type":"message","id":"d2e790e0","parentId":"c5e699aa","timestamp":"2026-04-03T04:44:37.366Z","message":{"role":"toolResult","toolCallId":"toolu_018AXuqrJJcaycanzqzNDL9V","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/REQUIREMENTS.md."}],"details":{"diff":" 194 **Validation:** n/a\n 195 **Notes:** Denied — skipped. Assessment F15.\n 196 \n 197 ## R033 — Creator Last Updated Date\n-198 **Status:** active\n+198 **Status:** validated\n 199 **Description:** Each creator shows when their latest technique page was added. Visible on Creators browse page and subtly on homepage recently-added cards.\n-200 **Validation:** Creators browse page shows \"Last updated\" per creator. Homepage cards show a small date.\n+200 **Validation:** Creators browse page shows \"Last updated: Apr 2/3\" per creator. Homepage recently-added cards show subtle date stamps. Both verified live on ub01:8096 via browser assertions.\n 201 **Primary Owner:** M015/S02\n 202 \n 203 ## R034 — Homepage Stats Scorecard\n-204 **Status:** active\n+204 **Status:** validated\n 205 **Description:** Homepage displays a visual metrics block showing article count, creator count in a scorecard/metric style that communicates volume and credibility without being literal or boastful.\n-206 **Validation:** Homepage renders stats block with real counts from the API.\n+206 **Validation:** GET /api/v1/stats returns {technique_count:21, creator_count:7}. Homepage scorecard displays \"21 ARTICLES\" and \"7 CREATORS\" in cyan-on-dark design. Verified via curl and browser screenshot on ub01:8096.\n 207 **Primary Owner:** M015/S03\n 208 \n 209 ## R035 — Popular Search Terms Display\n-210 **Status:** active\n+210 **Status:** validated\n 211 **Description:** Show real search terms users are using in real-time. Backend logs all search queries to PostgreSQL, caches popular queries in Redis, and exposes a trending endpoint. Frontend displays these on the homepage.\n-212 **Validation:** Search queries are logged. Popular searches endpoint returns cached top-N. Homepage shows trending terms.\n+212 **Validation:** Backend: search_log table with real rows, GET /search/popular returns cached top-N (5-min Redis TTL). Frontend: Trending Searches homepage section with clickable pill links. End-to-end verified on ub01:8096.\n 213 **Primary Owner:** M015/S01\n 214 **Supporting Slices:** M015/S04\n 215 \n 216 ## R036 — Admin Dropdown Hover on Desktop\n-217 **Status:** active\n+217 **Status:** validated\n 218 **Description:** Admin navigation dropdown opens on mouse hover at desktop viewport widths (≥768px). On mobile/touch, remains click/tap to expand.\n-219 **Validation:** Desktop: hovering over \"Admin ▾\" opens the dropdown menu. Mobile: requires tap.\n+219 **Validation:** AdminDropdown.tsx implements matchMedia(min-width:769px) guard with 150ms leave delay. Mobile retains tap-to-toggle. Frontend build passes with zero errors.\n 220 **Primary Owner:** M015/S05","firstChangedLine":198},"isError":false,"timestamp":1775191477363}}
{"type":"message","id":"abc1c5d4","parentId":"d2e790e0","timestamp":"2026-04-03T04:44:42.099Z","message":{"role":"assistant","content":[{"type":"text","text":"Now update PROJECT.md — milestone status and add new capabilities."},{"type":"toolCall","id":"toolu_01XZaDjBpJpKachiY37eYRrM","name":"edit","arguments":{"newText":"Fourteen milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.","oldText":"Fourteen milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":163,"cacheRead":79969,"cacheWrite":958,"totalTokens":81091,"cost":{"input":0.000005,"output":0.0040750000000000005,"cacheRead":0.0399845,"cacheWrite":0.005987500000000001,"total":0.050052}},"stopReason":"toolUse","timestamp":1775191477365}}
{"type":"message","id":"38728155","parentId":"abc1c5d4","timestamp":"2026-04-03T04:44:42.104Z","message":{"role":"toolResult","toolCallId":"toolu_01XZaDjBpJpKachiY37eYRrM","toolName":"edit","content":[{"type":"text","text":"No changes made to .gsd/PROJECT.md. The replacement produced identical content. This might indicate an issue with special characters or the text not existing as expected."}],"details":{},"isError":true,"timestamp":1775191482102}}
{"type":"message","id":"1a0068f9","parentId":"38728155","timestamp":"2026-04-03T04:44:45.331Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01Rx3PoxDFmp2tjXMTFg9zbX","name":"edit","arguments":{"newText":"Fifteen milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.","oldText":"Fourteen milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":149,"cacheRead":80927,"cacheWrite":216,"totalTokens":81293,"cost":{"input":0.000005,"output":0.003725,"cacheRead":0.0404635,"cacheWrite":0.00135,"total":0.045543499999999994}},"stopReason":"toolUse","timestamp":1775191482103}}
{"type":"message","id":"5776b6c8","parentId":"1a0068f9","timestamp":"2026-04-03T04:44:45.338Z","message":{"role":"toolResult","toolCallId":"toolu_01Rx3PoxDFmp2tjXMTFg9zbX","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":"  3 **Knowledge base for music production techniques**, extracted from video content via an LLM-powered pipeline. Producers can search for specific techniques and find timestamped key moments, signal chains, and synthesized study guides — all derived from creator videos.\n  4 \n  5 ## Current State\n  6 \n- 7 Fourteen milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.\n+ 7 Fifteen milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.\n  8 \n  9 ### What's Built\n 10 \n 11 - **Transcription pipeline** — Desktop script: video → ffmpeg audio extraction → Whisper large-v3 → timestamped transcript JSON","firstChangedLine":7},"isError":false,"timestamp":1775191485336}}
{"type":"message","id":"c7682707","parentId":"5776b6c8","timestamp":"2026-04-03T04:44:51.487Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01XUPNQG28uiVeTFA1XG3hsc","name":"edit","arguments":{"newText":"- **Search query logging** — All non-empty searches logged to PostgreSQL search_log table via fire-and-forget async pattern. GET /api/v1/search/popular returns top 10 queries from last 7 days with Redis read-through cache (5-min TTL).\n- **Social proof & freshness signals** — Homepage stats scorecard (article count, creator count), trending searches pill section, and date stamps on recently-added cards. Creators browse page shows \"Last updated\" per creator. Admin dropdown opens on hover at desktop widths.","oldText":"- **Search query logging** — All non-empty searches logged to PostgreSQL search_log table via fire-and-forget async pattern. GET /api/v1/search/popular returns top 10 queries from last 7 days with Redis read-through cache (5-min TTL).","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":276,"cacheRead":80927,"cacheWrite":388,"totalTokens":81592,"cost":{"input":0.000005,"output":0.006900000000000001,"cacheRead":0.0404635,"cacheWrite":0.002425,"total":0.049793500000000004}},"stopReason":"toolUse","timestamp":1775191485337}}
{"type":"message","id":"f543bcd5","parentId":"c7682707","timestamp":"2026-04-03T04:44:51.494Z","message":{"role":"toolResult","toolCallId":"toolu_01XUPNQG28uiVeTFA1XG3hsc","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":" 46 - **Multi-field composite search** — Search tokenizes multi-word queries, AND-matches each token across creator/title/tags/category/body fields. Partial matches fallback when no exact cross-field match exists. Qdrant embeddings enriched with creator names and topic tags. Admin reindex-all endpoint for re-embedding after changes.\n 47 - **Sort controls on all list views** — Reusable SortDropdown component on SearchResults, SubTopicPage, and CreatorDetail. Sort options: relevance/newest/oldest/alpha/creator (context-appropriate per page). Preference persists in sessionStorage across navigation.\n 48 - **Prompt quality toolkit** — CLI tool (`python -m pipeline.quality`) with: LLM fitness suite (9 tests across Mandelbrot reasoning, JSON compliance, instruction following, diverse battery), 5-dimension quality scorer with voice preservation dial (3-band prompt modification), automated prompt A/B optimization loop (LLM-powered variant generation, iterative scoring, leaderboard/trajectory reporting), multi-stage support for pipeline stages 2-5 with per-stage rubrics and fixtures.\n 49 - **Search query logging** — All non-empty searches logged to PostgreSQL search_log table via fire-and-forget async pattern. GET /api/v1/search/popular returns top 10 queries from last 7 days with Redis read-through cache (5-min TTL).\n+50 - **Social proof & freshness signals** — Homepage stats scorecard (article count, creator count), trending searches pill section, and date stamps on recently-added cards. Creators browse page shows \"Last updated\" per creator. Admin dropdown opens on hover at desktop widths.\n 51 - **Multi-source technique pages** — Technique pages restructured to support multiple source videos per page. Nested H2/H3 body sections with table of contents and inline [N] citation markers linking prose claims to source key moments. Composition pipeline merges new video moments into existing pages with offset-based citation re-indexing and deduplication. Format-discriminated rendering (v1 dict / v2 list-of-objects) preserves backward compatibility. Per-section Qdrant embeddings with deterministic UUIDs enable section-level search results with deep-link scrolling. Admin view at /admin/techniques for multi-source page management.\n 52 \n 53 ### Stack\n 54 ","firstChangedLine":50},"isError":false,"timestamp":1775191491492}}
{"type":"message","id":"c4021ed9","parentId":"f543bcd5","timestamp":"2026-04-03T04:44:55.285Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01UqRc7PMQ2MXA1EmCPnrSK4","name":"edit","arguments":{"newText":"| M015 | Social Proof, Freshness Signals & Admin UX | ✅ Complete |","oldText":"| M015 | Social Proof & Freshness Signals | 🔧 In Progress |","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":139,"cacheRead":81315,"cacheWrite":299,"totalTokens":81754,"cost":{"input":0.000005,"output":0.0034750000000000002,"cacheRead":0.0406575,"cacheWrite":0.0018687500000000002,"total":0.04600625}},"stopReason":"toolUse","timestamp":1775191491493}}
{"type":"message","id":"cc8f68b3","parentId":"c4021ed9","timestamp":"2026-04-03T04:44:55.294Z","message":{"role":"toolResult","toolCallId":"toolu_01UqRc7PMQ2MXA1EmCPnrSK4","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":" 74 | M011 | Interaction Polish, Navigation & Accessibility | ✅ Complete |\n 75 | M012 | Multi-Field Composite Search & Sort Controls | ✅ Complete |\n 76 | M013 | Prompt Quality Toolkit — LLM Fitness, Scoring, and Automated Optimization | ✅ Complete |\n 77 | M014 | Multi-Source Technique Pages — Nested Sections, Composition, Citations, and Section Search | ✅ Complete |\n-78 | M015 | Social Proof & Freshness Signals | 🔧 In Progress |\n+78 | M015 | Social Proof, Freshness Signals & Admin UX | ✅ Complete |","firstChangedLine":78},"isError":false,"timestamp":1775191495292}}
{"type":"message","id":"b55a51b9","parentId":"cc8f68b3","timestamp":"2026-04-03T04:44:59.496Z","message":{"role":"assistant","content":[{"type":"text","text":"No new non-obvious knowledge patterns emerged from this milestone — the fire-and-forget logging and Redis read-through cache patterns are already well-documented in KNOWLEDGE.md.\n\nMilestone M015 complete."}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":48,"cacheRead":81614,"cacheWrite":162,"totalTokens":81825,"cost":{"input":0.000005,"output":0.0012000000000000001,"cacheRead":0.040806999999999996,"cacheWrite":0.0010125,"total":0.04302449999999999}},"stopReason":"stop","timestamp":1775191495293}}
