{"type":"thinking_level_change","id":"ff054332","parentId":null,"timestamp":"2026-03-31T05:26:19.623Z","thinkingLevel":"medium"}
{"type":"model_change","id":"5ed6f12d","parentId":"ff054332","timestamp":"2026-03-31T05:26:19.625Z","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## UNIT: Complete Slice S03 (\"Homepage Cards & Creator Metric Polish\") — Milestone M008\n\n## Your Role in the Pipeline\n\nExecutor agents built each task and wrote task summaries. You are the closer — verify the assembled work actually delivers the slice goal, then compress everything into a slice summary. After you finish, a **reassess-roadmap agent** reads your slice summary to decide if the remaining roadmap still makes sense. The slice summary is also the primary record of what this slice achieved — future slice researchers and planners read it as a dependency summary when their work builds on yours.\n\nWrite the summary for those downstream readers. What did this slice actually deliver? What patterns did it establish? What should the next slice know?\n\nAll relevant context has been preloaded below — the slice plan, all task summaries, and the milestone roadmap 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/M008/M008-ROADMAP.md`\n\n# M008: \n\n## Vision\nFix the broken and embarrassing things first. Key moment links that 404, test data in production, jargon banners, empty metrics — these erode trust before a visitor even evaluates the content. This milestone clears the credibility debt so M009/M010 improvements land on solid ground.\n\n## Slice Overview\n| ID | Slice | Risk | Depends | Done | After this |\n|----|-------|------|---------|------|------------|\n| S01 | Fix Key Moment Search Links | high | — | ✅ | Search 'compression', click any key moment result → lands on parent technique page with key moment visible |\n| S02 | Trust & Credibility Cleanup | low | — | ✅ | Creators page has no TestCreator. Footer shows clean version info. Search results have no yellow jargon banner. |\n| S03 | Homepage Cards & Creator Metric Polish | low | — | ⬜ | Homepage technique cards show sub-topic tags and key moment count. Creator pages show technique count by topic instead of '0 views'. |\n\n---\n\n### Slice Plan\nSource: `.gsd/milestones/M008/slices/S03/S03-PLAN.md`\n\n# S03: Homepage Cards & Creator Metric Polish\n\n**Goal:** Homepage technique cards show sub-topic tag pills and key moment count. Creator detail pages show technique count by topic category instead of '0 views'.\n**Demo:** After this: Homepage technique cards show sub-topic tags and key moment count. Creator pages show technique count by topic instead of '0 views'.\n\n## Tasks\n- [x] **T01: Added key_moment_count correlated subquery to technique list API and rendered topic tag pills + moment count on homepage cards** — Two coupled changes: (1) Backend — add `key_moment_count: int = 0` field to `TechniquePageRead` schema and populate it via a correlated COUNT subquery in the `list_techniques` endpoint, matching the existing pattern in `creators.py`. (2) Frontend — add `key_moment_count: number` to the `TechniqueListItem` TypeScript interface, then render `topic_tags` as pill badges and `key_moment_count` as a small inline label in the homepage \"Recently Added\" cards.\n\nBackend steps:\n1. In `backend/schemas.py`, add `key_moment_count: int = 0` to `TechniquePageRead` class\n2. In `backend/routers/techniques.py` `list_techniques`, add a correlated subquery: `key_moment_count_sq = select(func.count()).where(KeyMoment.technique_page_id == TechniquePage.id).correlate(TechniquePage).scalar_subquery()` — import KeyMoment from models\n3. Add `.add_columns(key_moment_count_sq.label('key_moment_count'))` to the main query\n4. Update the result processing loop to set `item.key_moment_count` from the subquery column\n5. Rebuild and restart the API container on ub01: `ssh ub01 'cd /vmPool/r/repos/xpltdco/chrysopedia && git pull && docker compose build chrysopedia-api && docker compose up -d chrysopedia-api'`\n6. Verify: `curl http://ub01:8096/api/v1/techniques?limit=3 | python3 -m json.tool | grep key_moment_count`\n\nFrontend steps:\n1. In `frontend/src/api/public-client.ts`, add `key_moment_count: number` to `TechniqueListItem` interface\n2. In `frontend/src/pages/Home.tsx`, inside the `recent-card__meta` span:\n   - After the category badge, render `topic_tags` as pills: `{t.topic_tags && t.topic_tags.length > 0 && t.topic_tags.map(tag => <span key={tag} className=\"pill\">{tag}</span>)}`\n   - After the summary, render key moment count: `{t.key_moment_count > 0 && <span className=\"recent-card__moments\">{t.key_moment_count} moment{t.key_moment_count !== 1 ? 's' : ''}</span>}`\n3. In `frontend/src/App.css`, add minimal styles for `.recent-card__moments` (small, muted text)\n4. Run `npx tsc --noEmit` and `npm run build` to verify\n5. Rebuild web container: `ssh ub01 'cd /vmPool/r/repos/xpltdco/chrysopedia && docker compose build chrysopedia-web-8096 && docker compose up -d chrysopedia-web-8096'`\n\nNote on the subquery approach: The `list_techniques` endpoint currently uses `select(TechniquePage)` and then `.options(selectinload(...))`. Adding `.add_columns()` changes the result shape from scalar `TechniquePage` objects to `Row` tuples of `(TechniquePage, int)`. The loop that processes results needs to unpack accordingly: `for row in result: p = row[0]; count = row[1]`. Check the existing pattern in `routers/creators.py` lines 37-65 for reference.\n  - Estimate: 45m\n  - Files: backend/schemas.py, backend/routers/techniques.py, frontend/src/api/public-client.ts, frontend/src/pages/Home.tsx, frontend/src/App.css\n  - Verify: curl -s http://ub01:8096/api/v1/techniques?limit=3 | python3 -c \"import sys,json; items=json.load(sys.stdin)['items']; assert all('key_moment_count' in i for i in items), 'missing key_moment_count'; print('API OK')\" && cd frontend && npx tsc --noEmit && npm run build\n- [x] **T02: Replaced meaningless '0 views' display with topic-category counts derived from techniques array on creator detail page** — Replace the meaningless '0 views' display on the creator detail page with a compact topic-category breakdown derived from the already-fetched techniques array.\n\nSteps:\n1. In `frontend/src/pages/CreatorDetail.tsx`, find the stats span showing `{creator.view_count.toLocaleString()} views` (around line 110)\n2. Compute a topic category map from the techniques array: `const topicCounts = techniques.reduce((acc, t) => { const cat = t.topic_category || 'Uncategorized'; acc[cat] = (acc[cat] || 0) + 1; return acc; }, {} as Record<string, number>);`\n3. Replace the views span with the category breakdown. Format: pills or dot-separated like \"Mixing: 4 · Synthesis: 2\". If techniques array is empty, show nothing or a subtle 'No techniques' note.\n4. In `frontend/src/App.css`, add minimal styling for the topic breakdown display if needed — the existing `.creator-detail__stats` flex layout should accommodate pills or inline text.\n5. Handle edge case: if techniques haven't loaded yet (loading state), don't show stale '0 views' — wait for techniques or show nothing.\n6. Run `npx tsc --noEmit` and `npm run build`\n7. Rebuild web container on ub01\n\nThis task is independent of T01 — all data needed (techniques with topic_category) is already fetched by the existing `fetchTechniques` call.\n  - Estimate: 25m\n  - Files: frontend/src/pages/CreatorDetail.tsx, frontend/src/App.css\n  - Verify: cd frontend && npx tsc --noEmit && npm run build && grep -q 'topic' frontend/src/pages/CreatorDetail.tsx && ! grep -q 'view_count' frontend/src/pages/CreatorDetail.tsx\n\n---\n\n### Requirements\nSource: `.gsd/REQUIREMENTS.md`\n\n# Requirements\n\n## R001 — Whisper Transcription Pipeline\n**Status:** validated\n**Description:** Desktop Python script that accepts video files (MP4/MKV), extracts audio via ffmpeg, runs Whisper large-v3 on RTX 4090, and outputs timestamped transcript JSON with segment-level timestamps and word-level timing. Must be resumable.\n**Validation:** Script processes a sample video and produces valid JSON with timestamped segments.\n**Primary Owner:** M001/S01\n\n## R002 — Transcript Ingestion API\n**Status:** validated\n**Description:** FastAPI endpoint that accepts transcript JSON uploads, creates/updates Creator and Source Video records, and stores transcript data in PostgreSQL. Handles new creator detection from folder names.\n**Validation:** POST transcript JSON → 200 OK, records created in DB, file stored on filesystem.\n**Primary Owner:** M001/S02\n\n## R003 — LLM-Powered Extraction Pipeline (Stages 2-5)\n**Status:** validated\n**Description:** Background worker pipeline: transcript segmentation → key moment extraction → classification/tagging → technique page synthesis. Uses OpenAI-compatible API with primary (DGX Sparks Qwen) and fallback (local Ollama) endpoints. Pipeline must be resumable per-video per-stage.\n**Validation:** End-to-end: transcript JSON in → technique pages with key moments, tags, and cross-references out.\n**Primary Owner:** M001/S03\n\n## R004 — Review Queue UI\n**Status:** validated\n**Description:** Admin interface for reviewing extracted key moments: approve, edit+approve, split, merge, reject. Organized by source video for contextual review. Includes mode toggle (review vs auto-publish).\n**Validation:** Admin can review, edit, and approve/reject moments; mode toggle controls whether new moments require review.\n**Primary Owner:** M001/S04\n\n## R005 — Search-First Web UI\n**Status:** validated\n**Description:** Landing page with prominent search bar, live typeahead (results after 2-3 chars), scope toggle (All/Topics/Creators), and two navigation cards (Topics, Creators). Recently added section. Search powered by Qdrant semantic search with keyword fallback.\n**Validation:** User types query → results appear within 500ms, grouped by type, with clickable navigation.\n**Primary Owner:** M001/S05\n\n## R006 — Technique Page Display\n**Status:** validated\n**Description:** Core content unit: header (tags, title, creator, meta), study guide prose (organized by sub-aspects with signal chain blocks and quotes), key moments index (timestamped list), related techniques, plugins referenced. Amber banner for livestream-sourced content.\n**Validation:** Technique page renders with all sections populated from synthesized data.\n**Primary Owner:** M001/S05\n\n## R007 — Creators Browse Page\n**Status:** validated\n**Description:** Filterable creator list with genre filter pills, type-to-narrow, sort options (randomized default, alphabetical, view count). Each row: name, genre tags, technique count, video count, view count. Links to creator detail page.\n**Validation:** Page loads with randomized order, genre filtering works, clicking row navigates to creator detail.\n**Primary Owner:** M001/S05\n\n## R008 — Topics Browse Page\n**Status:** validated\n**Description:** Two-level topic hierarchy (6 top-level categories → sub-topics). Filter input, genre filter pills. Each sub-topic shows technique count and creator count. Clicking sub-topic shows technique pages.\n**Validation:** Hierarchy renders, filtering works, sub-topic links show correct technique pages.\n**Primary Owner:** M001/S05\n\n## R009 — Qdrant Vector Search Integration\n**Status:** validated\n**Description:** Embed key moment summaries, technique page content, and transcript segments in Qdrant using configurable embedding model (nomic-embed-text default). Power semantic search with metadata filtering.\n**Validation:** Semantic search returns relevant results for natural language queries; embeddings update when content changes.\n**Primary Owner:** M001/S03\n\n## R010 — Docker Compose Deployment\n**Status:** validated\n**Description:** Single docker-compose.yml packaging API, web UI, PostgreSQL, and worker services. Follows XPLTD conventions: bind mounts at /vmPool/r/services/, compose at /vmPool/r/compose/chrysopedia/, xpltd_chrysopedia project name, dedicated Docker network.\n**Validation:** `docker compose up -d` brings up all services; data persists across restarts.\n**Primary Owner:** M001/S01\n\n## R011 — Canonical Tag System\n**Status:** validated\n**Description:** Editable canonical tag list (config file) with aliases. Pipeline references tags during classification. New tags can be proposed by LLM and queued for admin approval or auto-added within existing categories.\n**Validation:** Tag list is editable; pipeline uses canonical tags consistently; alias normalization works.\n**Primary Owner:** M001/S03\n\n## R012 — Incremental Content Addition\n**Status:** validated\n**Description:** System handles ongoing content: new videos processed through pipeline, new creators auto-detected, existing technique pages updated when new moments are added for same creator+topic.\n**Validation:** Adding a new video for an existing creator updates their technique pages; new creator folder creates new Creator record.\n**Primary Owner:** M001/S03\n\n## R013 — Prompt Template System\n**Status:** validated\n**Description:** Extraction prompts (stages 2-5) stored as editable configuration files, not hardcoded. Admin can edit prompts and re-run extraction on specific or all videos for calibration.\n**Validation:** Prompt files are editable; re-processing a video with updated prompts produces different output.\n**Primary Owner:** M001/S03\n\n## R014 — Creator Equity\n**Status:** validated\n**Description:** No creator is privileged in the UI. Default sort on Creators page is randomized on every page load. All creators get equal visual weight.\n**Validation:** Refreshing Creators page shows different order each time; no creator gets larger/bolder display.\n**Primary Owner:** M001/S05\n\n## R015 — 30-Second Retrieval Target\n**Status:** active\n**Description:** A producer mid-session can find a specific technique in under 30 seconds from Alt+Tab to reading the key insight.\n**Validation:** Timed test: Alt+Tab → search → read technique → under 30 seconds.\n**Primary Owner:** M001/S05\n\n---\n\n[...truncated 26 sections]\n\n**Match effort to complexity.** A simple slice with 1-2 tasks needs a brief summary and lightweight verification. A complex slice with 5 tasks across multiple subsystems needs thorough verification and a detailed summary. Scale the work below accordingly.\n\nThen:\n1. Use the **Slice Summary** and **UAT** output templates from the inlined context above\n2. If a `GSD Skill Preferences` block is present in system context, use it and the `<available_skills>` catalog in your system prompt to decide which skills to load and follow for this unit, without relaxing required verification or artifact rules.\n3. Run all slice-level verification checks defined in the slice plan. All must pass before marking the slice done. If any fail, fix them first.\n4. If the slice plan includes observability/diagnostic surfaces, confirm they work. Skip this for simple slices that don't have observability sections.\n5. If the slice involved runtime behavior, fill the **Operational Readiness** section (Q8) in the slice summary: health signal, failure signal, recovery procedure, and monitoring gaps. Omit entirely for simple slices with no runtime concerns.\n6. If this slice produced evidence that a requirement changed status (Active → Validated, Active → Deferred, etc.), call `gsd_save_decision` with scope=\"requirement\", decision=\"{requirement-id}\", choice=\"{new-status}\", rationale=\"{evidence}\". Do NOT write `.gsd/REQUIREMENTS.md` directly — the engine renders it from the database.\n7. Write `/home/aux/projects/content-to-kb-automator/.gsd/milestones/M008/slices/S03/S03-SUMMARY.md` (compress all task summaries).\n8. Write `/home/aux/projects/content-to-kb-automator/.gsd/milestones/M008/slices/S03/S03-UAT.md` — a concrete UAT script with real test cases derived from the slice plan and task summaries. Include preconditions, numbered steps with expected outcomes, and edge cases. This must NOT be a placeholder or generic template — tailor every test case to what this slice actually built.\n9. Review task summaries for `key_decisions`. Append any significant decisions to `.gsd/DECISIONS.md` if missing.\n10. Review task summaries for patterns, gotchas, or non-obvious lessons learned. If any would save future agents from repeating investigation or hitting the same issues, append them to `.gsd/KNOWLEDGE.md`. Only add entries that are genuinely useful — don't pad with obvious observations.\n11. Call `gsd_complete_slice` with milestone_id, slice_id, the slice summary, and the UAT result. Do NOT manually mark the roadmap checkbox — the tool writes to the DB and renders the ROADMAP.md projection automatically.\n12. Do not run git commands — the system commits your changes and handles any merge after this unit succeeds.\n13. Update `.gsd/PROJECT.md` if it exists — refresh current state if needed.\n\n**You MUST call `gsd_complete_slice` with the slice summary and UAT content before finishing. The tool persists to both DB and disk and renders `/home/aux/projects/content-to-kb-automator/.gsd/milestones/M008/slices/S03/S03-SUMMARY.md` and `/home/aux/projects/content-to-kb-automator/.gsd/milestones/M008/slices/S03/S03-UAT.md` automatically.**\n\nWhen done, say: \"Slice S03 complete.\"","display":false,"id":"26223bd2","parentId":"5ed6f12d","timestamp":"2026-03-31T05:26:19.628Z"}
{"type":"message","id":"341b77dc","parentId":"26223bd2","timestamp":"2026-03-31T05:26:24.273Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"Let me start by reading the task summaries to understand what was actually delivered, then run verification checks.","thinkingSignature":"Eq8CClkIDBgCKkDtyQ7ty5p1Hy/+Aiq2dixwbPKf1ut5XgN6+//L2Ja831/iFZQQKUBsxaimszznYLz+OhZ3KHAjhNVqCbqgnThhMg9jbGF1ZGUtb3B1cy00LTY4ABIMybnEKfzw7CBTr+k6GgwgQgfBAa1a33CDJhYiMNUia18sBhpxVr2M879SmlmQMNayfIxF4tvEY9zeCcoQJfLakUW2UAMTV2L25i107iqDAVEqGkWU8pbU4jXvb8G/Q5QY5d5XPVVsylun8xDA5f4nIfMO0YA0jDtLH0Ay3BQZuKO7FZYP8DQWQWW1Esgmj8HeE4C0X1DvV5l0tMv4M++W8Y8tIFy60lWHEbFoIqdXLxcNQZVytXTZP9swfWsEhsAWV59B1yrw4H7NJx1blqxYkY1EGAE="},{"type":"text","text":"Let me read the task summaries and verify the slice deliverables."},{"type":"toolCall","id":"toolu_01C2xzSmvaVp6DAPMhHGu6iW","name":"read","arguments":{"path":".gsd/milestones/M008/slices/S03/tasks/T01-SUMMARY.md"}},{"type":"toolCall","id":"toolu_01NjKi8sJLUyBnvyzNPEUhV2","name":"read","arguments":{"path":".gsd/milestones/M008/slices/S03/tasks/T02-SUMMARY.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":3,"output":188,"cacheRead":58653,"cacheWrite":4891,"totalTokens":63735,"cost":{"input":0.000015000000000000002,"output":0.0047,"cacheRead":0.0293265,"cacheWrite":0.030568750000000002,"total":0.06461025000000001}},"stopReason":"toolUse","timestamp":1774934779626}}
{"type":"message","id":"7d89e854","parentId":"341b77dc","timestamp":"2026-03-31T05:26:24.277Z","message":{"role":"toolResult","toolCallId":"toolu_01C2xzSmvaVp6DAPMhHGu6iW","toolName":"read","content":[{"type":"text","text":"---\nid: T01\nparent: S03\nmilestone: M008\nprovides: []\nrequires: []\naffects: []\nkey_files: [\"backend/schemas.py\", \"backend/routers/techniques.py\", \"frontend/src/api/public-client.ts\", \"frontend/src/pages/Home.tsx\", \"frontend/src/App.css\"]\nkey_decisions: [\"Used correlated COUNT subquery for key_moment_count matching creators.py pattern\", \"Built separate base_stmt for count query to handle join filters\"]\npatterns_established: []\ndrill_down_paths: []\nobservability_surfaces: []\nduration: \"\"\nverification_result: \"API verification: curl confirmed all technique items include key_moment_count with real values (4, 4, 2). Frontend: tsc --noEmit passes, npm run build succeeds. Browser screenshot confirmed tag pills and moment counts render on homepage cards.\"\ncompleted_at: 2026-03-31T05:23:21.747Z\nblocker_discovered: false\n---\n\n# T01: Added key_moment_count correlated subquery to technique list API and rendered topic tag pills + moment count on homepage cards\n\n> Added key_moment_count correlated subquery to technique list API and rendered topic tag pills + moment count on homepage cards\n\n## What Happened\n---\nid: T01\nparent: S03\nmilestone: M008\nkey_files:\n  - backend/schemas.py\n  - backend/routers/techniques.py\n  - frontend/src/api/public-client.ts\n  - frontend/src/pages/Home.tsx\n  - frontend/src/App.css\nkey_decisions:\n  - Used correlated COUNT subquery for key_moment_count matching creators.py pattern\n  - Built separate base_stmt for count query to handle join filters\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-03-31T05:23:21.748Z\nblocker_discovered: false\n---\n\n# T01: Added key_moment_count correlated subquery to technique list API and rendered topic tag pills + moment count on homepage cards\n\n**Added key_moment_count correlated subquery to technique list API and rendered topic tag pills + moment count on homepage cards**\n\n## What Happened\n\nBackend: Added key_moment_count field to TechniquePageRead schema and correlated COUNT subquery in list_techniques endpoint following the creators.py pattern. Frontend: Added key_moment_count to TechniqueListItem interface, rendered topic_tags as pill badges and moment count on homepage recent cards. Deployed to ub01 and verified API returns real counts and homepage renders correctly.\n\n## Verification\n\nAPI verification: curl confirmed all technique items include key_moment_count with real values (4, 4, 2). Frontend: tsc --noEmit passes, npm run build succeeds. Browser screenshot confirmed tag pills and moment counts render on homepage cards.\n\n## Verification Evidence\n\n| # | Command | Exit Code | Verdict | Duration |\n|---|---------|-----------|---------|----------|\n| 1 | `curl -s http://ub01:8096/api/v1/techniques?limit=3 | python3 -c \"...assert all('key_moment_count' in i for i in items)...\"` | 0 | ✅ pass | 1000ms |\n| 2 | `npx tsc --noEmit` | 0 | ✅ pass | 8000ms |\n| 3 | `npm run build` | 0 | ✅ pass | 1000ms |\n\n\n## Deviations\n\nUsed separate base_stmt for total count query instead of stmt.subquery() to handle join filters cleanly. Docker service name is chrysopedia-web not chrysopedia-web-8096.\n\n## Known Issues\n\nNone.\n\n## Files Created/Modified\n\n- `backend/schemas.py`\n- `backend/routers/techniques.py`\n- `frontend/src/api/public-client.ts`\n- `frontend/src/pages/Home.tsx`\n- `frontend/src/App.css`\n\n\n## Deviations\nUsed separate base_stmt for total count query instead of stmt.subquery() to handle join filters cleanly. Docker service name is chrysopedia-web not chrysopedia-web-8096.\n\n## Known Issues\nNone.\n"}],"isError":false,"timestamp":1774934784277}}
{"type":"message","id":"72ca2393","parentId":"7d89e854","timestamp":"2026-03-31T05:26:24.281Z","message":{"role":"toolResult","toolCallId":"toolu_01NjKi8sJLUyBnvyzNPEUhV2","toolName":"read","content":[{"type":"text","text":"---\nid: T02\nparent: S03\nmilestone: M008\nprovides: []\nrequires: []\naffects: []\nkey_files: [\"frontend/src/pages/CreatorDetail.tsx\"]\nkey_decisions: [\"Computed topic counts client-side from existing techniques array rather than adding a new API endpoint\", \"Sorted categories by count descending for readability\"]\npatterns_established: []\ndrill_down_paths: []\nobservability_surfaces: []\nduration: \"\"\nverification_result: \"TypeScript compilation passes, production build succeeds, grep confirms topic_category usage and view_count removal. Browser verification on ub01:8096 shows topic categories rendering correctly on creator detail page.\"\ncompleted_at: 2026-03-31T05:26:00.400Z\nblocker_discovered: false\n---\n\n# T02: Replaced meaningless '0 views' display with topic-category counts derived from techniques array on creator detail page\n\n> Replaced meaningless '0 views' display with topic-category counts derived from techniques array on creator detail page\n\n## What Happened\n---\nid: T02\nparent: S03\nmilestone: M008\nkey_files:\n  - frontend/src/pages/CreatorDetail.tsx\nkey_decisions:\n  - Computed topic counts client-side from existing techniques array rather than adding a new API endpoint\n  - Sorted categories by count descending for readability\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-03-31T05:26:00.400Z\nblocker_discovered: false\n---\n\n# T02: Replaced meaningless '0 views' display with topic-category counts derived from techniques array on creator detail page\n\n**Replaced meaningless '0 views' display with topic-category counts derived from techniques array on creator detail page**\n\n## What Happened\n\nRemoved the view_count reference from CreatorDetail.tsx and replaced it with a computed topic-category breakdown. The implementation reduces the techniques array into a Record of category counts, sorts by count descending, and renders inline with dot separators matching the existing UI pattern. When no techniques are loaded, the category section is hidden. No CSS changes needed.\n\n## Verification\n\nTypeScript compilation passes, production build succeeds, grep confirms topic_category usage and view_count removal. Browser verification on ub01:8096 shows topic categories rendering correctly on creator detail page.\n\n## Verification Evidence\n\n| # | Command | Exit Code | Verdict | Duration |\n|---|---------|-----------|---------|----------|\n| 1 | `cd frontend && npx tsc --noEmit` | 0 | ✅ pass | 2800ms |\n| 2 | `cd frontend && npm run build` | 0 | ✅ pass | 2700ms |\n| 3 | `grep -q 'topic' frontend/src/pages/CreatorDetail.tsx` | 0 | ✅ pass | 10ms |\n| 4 | `! grep -q 'view_count' frontend/src/pages/CreatorDetail.tsx` | 0 | ✅ pass | 10ms |\n\n\n## Deviations\n\nNone.\n\n## Known Issues\n\nData has case-inconsistent topic categories ('Sound design' vs 'Sound Design') appearing as separate entries — upstream data quality issue.\n\n## Files Created/Modified\n\n- `frontend/src/pages/CreatorDetail.tsx`\n\n\n## Deviations\nNone.\n\n## Known Issues\nData has case-inconsistent topic categories ('Sound design' vs 'Sound Design') appearing as separate entries — upstream data quality issue.\n"}],"isError":false,"timestamp":1774934784279}}
{"type":"message","id":"fbe8e2f1","parentId":"72ca2393","timestamp":"2026-03-31T05:26:31.711Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"Let me run the slice-level verification checks now.","thinkingSignature":"Eu4BClkIDBgCKkBqhq6oKsyoQ/aXzbKaVPD2ESMzbc+9az+lDRyAMOvysY2MJ20qqv+HX16wGrH7kT9MtNZXG4C6HM14pAz2VYJ3Mg9jbGF1ZGUtb3B1cy00LTY4ABIMYsacK6iGw9RENr1bGgwR9JUEr++3kkjQgw0iMI8/b88/zVffk8QCrja+1e/vNxGb6fbtR9VuA2u+jnPk2hHLvhilmCZAM7dT/iHFdypDtND7WE8d4zYPXS28SeWC34tbqtiDcadlVcHFqAbl/2xydpIhFUdrw2zRdpcGz108HcWHl9+WXNnPAEipq3fkpQbUtBgB"},{"type":"text","text":"Both tasks completed cleanly. Let me run slice-level verification."},{"type":"toolCall","id":"toolu_01Vvp39vfysqJtVw8m7gVe9X","name":"async_bash","arguments":{"command":"curl -s http://ub01:8096/api/v1/techniques?limit=3 | python3 -c \"import sys,json; items=json.load(sys.stdin)['items']; assert all('key_moment_count' in i for i in items), 'missing key_moment_count'; print('API OK:', [(i['title'][:30], i['key_moment_count']) for i in items])\"","label":"api-verify"}},{"type":"toolCall","id":"toolu_01VkXz5Y5jn2V8vxbb7rVnzV","name":"async_bash","arguments":{"command":"cd frontend && npx tsc --noEmit && echo \"TSC OK\" && npm run build 2>&1 | tail -3","label":"frontend-build"}},{"type":"toolCall","id":"toolu_011Z6MGfQgG8LdFEjGyV1Zfb","name":"async_bash","arguments":{"command":"grep -q 'topic' frontend/src/pages/CreatorDetail.tsx && ! grep -q 'view_count' frontend/src/pages/CreatorDetail.tsx && echo \"CreatorDetail OK\"","label":"creator-check"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":400,"cacheRead":63544,"cacheWrite":2042,"totalTokens":65987,"cost":{"input":0.000005,"output":0.01,"cacheRead":0.031772,"cacheWrite":0.012762500000000001,"total":0.054539500000000005}},"stopReason":"toolUse","timestamp":1774934784279}}
{"type":"message","id":"252e98b1","parentId":"fbe8e2f1","timestamp":"2026-03-31T05:26:31.730Z","message":{"role":"toolResult","toolCallId":"toolu_01Vvp39vfysqJtVw8m7gVe9X","toolName":"async_bash","content":[{"type":"text","text":"Background job started: **bg_1a248f2b**\nCommand: `api-verify`\n\nUse `await_job` to get results when ready, or `cancel_job` to stop."}],"isError":false,"timestamp":1774934791729}}
{"type":"message","id":"8c1e3a10","parentId":"252e98b1","timestamp":"2026-03-31T05:26:31.731Z","message":{"role":"toolResult","toolCallId":"toolu_01VkXz5Y5jn2V8vxbb7rVnzV","toolName":"async_bash","content":[{"type":"text","text":"Background job started: **bg_ff10b5c1**\nCommand: `frontend-build`\n\nUse `await_job` to get results when ready, or `cancel_job` to stop."}],"isError":false,"timestamp":1774934791729}}
{"type":"message","id":"8ab5d74f","parentId":"8c1e3a10","timestamp":"2026-03-31T05:26:31.733Z","message":{"role":"toolResult","toolCallId":"toolu_011Z6MGfQgG8LdFEjGyV1Zfb","toolName":"async_bash","content":[{"type":"text","text":"Background job started: **bg_c00cbf88**\nCommand: `creator-check`\n\nUse `await_job` to get results when ready, or `cancel_job` to stop."}],"isError":false,"timestamp":1774934791730}}
{"type":"message","id":"5e4d11d9","parentId":"8ab5d74f","timestamp":"2026-03-31T05:26:35.744Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01MLCDVm2a3ZGgw5KopRoUek","name":"await_job","arguments":{"jobs":["bg_1a248f2b","bg_ff10b5c1","bg_c00cbf88"],"timeout":60}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":98,"cacheRead":65586,"cacheWrite":590,"totalTokens":66275,"cost":{"input":0.000005,"output":0.00245,"cacheRead":0.032792999999999996,"cacheWrite":0.0036875000000000002,"total":0.0389355}},"stopReason":"toolUse","timestamp":1774934791731}}
{"type":"message","id":"d0b5867d","parentId":"5e4d11d9","timestamp":"2026-03-31T05:26:35.747Z","message":{"role":"toolResult","toolCallId":"toolu_01MLCDVm2a3ZGgw5KopRoUek","toolName":"await_job","content":[{"type":"text","text":"### bg_1a248f2b — api-verify (completed, 4.0s)\n\nAPI OK: [('Flexible Production Workflow b', 4), ('Transient Control with Compres', 4), ('FM Bass Foundation by COPYCATT', 2)]\n\n\n---\n\n### bg_ff10b5c1 — frontend-build (completed, 4.0s)\n\nTSC OK\ndist/assets/index-CztKrkZf.css   50.07 kB │ gzip:  7.75 kB\ndist/assets/index-BJzTKBrX.js   222.37 kB │ gzip: 68.71 kB\n✓ built in 787ms\n\n\n---\n\n### bg_c00cbf88 — creator-check (completed, 4.0s)\n\nCreatorDetail OK\n"}],"isError":false,"timestamp":1774934795745}}
{"type":"message","id":"dfed923c","parentId":"d0b5867d","timestamp":"2026-03-31T05:26:40.279Z","message":{"role":"assistant","content":[{"type":"text","text":"All three verifications pass. Let me check for any decisions to record and then read existing decisions/knowledge to avoid duplicates."},{"type":"toolCall","id":"toolu_01RYf2yTEriwUPexdh9zuHtW","name":"bash","arguments":{"command":"grep -c \"correlated COUNT subquery\\|topic counts client-side\" .gsd/DECISIONS.md 2>/dev/null || echo \"0\""}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":114,"cacheRead":66176,"cacheWrite":313,"totalTokens":66604,"cost":{"input":0.000005,"output":0.00285,"cacheRead":0.033088,"cacheWrite":0.00195625,"total":0.03789925}},"stopReason":"toolUse","timestamp":1774934795745}}
{"type":"message","id":"5f7a2b86","parentId":"dfed923c","timestamp":"2026-03-31T05:26:40.295Z","message":{"role":"toolResult","toolCallId":"toolu_01RYf2yTEriwUPexdh9zuHtW","toolName":"bash","content":[{"type":"text","text":"0\n0\n"}],"isError":false,"timestamp":1774934800293}}
{"type":"message","id":"ded882ef","parentId":"5f7a2b86","timestamp":"2026-03-31T05:26:43.237Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_015NtoUpuGvHkme2rtSxY354","name":"bash","arguments":{"command":"grep -c \"case-inconsistent topic\" .gsd/KNOWLEDGE.md 2>/dev/null || echo \"0\""}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":80,"cacheRead":66489,"cacheWrite":130,"totalTokens":66700,"cost":{"input":0.000005,"output":0.002,"cacheRead":0.033244499999999996,"cacheWrite":0.0008125000000000001,"total":0.036062}},"stopReason":"toolUse","timestamp":1774934800293}}
{"type":"message","id":"4c20f0ae","parentId":"ded882ef","timestamp":"2026-03-31T05:26:43.254Z","message":{"role":"toolResult","toolCallId":"toolu_015NtoUpuGvHkme2rtSxY354","toolName":"bash","content":[{"type":"text","text":"0\n0\n"}],"isError":false,"timestamp":1774934803252}}
{"type":"message","id":"67fd1d57","parentId":"4c20f0ae","timestamp":"2026-03-31T05:26:47.019Z","message":{"role":"assistant","content":[{"type":"text","text":"The case-inconsistent topic categories issue is worth recording as knowledge for future agents."},{"type":"toolCall","id":"toolu_01DQMP5dKDDwiupGM6RxfHnT","name":"read","arguments":{"limit":5,"offset":1,"path":".gsd/KNOWLEDGE.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":110,"cacheRead":66619,"cacheWrite":96,"totalTokens":66826,"cost":{"input":0.000005,"output":0.0027500000000000003,"cacheRead":0.0333095,"cacheWrite":0.0006000000000000001,"total":0.0366645}},"stopReason":"toolUse","timestamp":1774934803252}}
{"type":"message","id":"13ae56d9","parentId":"67fd1d57","timestamp":"2026-03-31T05:26:47.024Z","message":{"role":"toolResult","toolCallId":"toolu_01DQMP5dKDDwiupGM6RxfHnT","toolName":"read","content":[{"type":"text","text":"# KNOWLEDGE\n\n## Healthcheck in slim Python Docker images: use os.kill(1,0) not pgrep\n\n**Context:** The `python:3.x-slim` Docker image doesn't include `procps`, so `pgrep -f watcher.py` fails in healthcheck commands. This applies to any slim-based image where a healthcheck needs to verify the main process is alive.\n\n[178 more lines in file. Use offset=6 to continue.]"}],"isError":false,"timestamp":1774934807022}}
{"type":"message","id":"11a3ce38","parentId":"13ae56d9","timestamp":"2026-03-31T05:26:51.562Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01UMXFd5g7qAZAGHGQniHJqF","name":"bash","arguments":{"command":"tail -1 .gsd/KNOWLEDGE.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":63,"cacheRead":66715,"cacheWrite":227,"totalTokens":67006,"cost":{"input":0.000005,"output":0.001575,"cacheRead":0.0333575,"cacheWrite":0.00141875,"total":0.03635625}},"stopReason":"toolUse","timestamp":1774934807023}}
{"type":"message","id":"86e4ee1d","parentId":"11a3ce38","timestamp":"2026-03-31T05:26:51.576Z","message":{"role":"toolResult","toolCallId":"toolu_01UMXFd5g7qAZAGHGQniHJqF","toolName":"bash","content":[{"type":"text","text":"**Fix:** Check the toggle once when creating the callback/handler closure, and let the closure capture the boolean. The trade-off is that toggle changes don't take effect until the next pipeline run (not mid-run), which is acceptable for diagnostic features.\n"}],"isError":false,"timestamp":1774934811574}}
{"type":"message","id":"6ccfaaf2","parentId":"86e4ee1d","timestamp":"2026-03-31T05:26:59.220Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01U9Ga5NeBRCpx1ZkG5uDJUL","name":"edit","arguments":{"newText":"**Fix:** Check the toggle once when creating the callback/handler closure, and let the closure capture the boolean. The trade-off is that toggle changes don't take effect until the next pipeline run (not mid-run), which is acceptable for diagnostic features.\n\n## LLM-generated topic categories have inconsistent casing\n\n**Context:** Stage 4 classification produces topic categories with inconsistent casing across different pipeline runs (e.g., 'Sound design' vs 'Sound Design'). When these are aggregated client-side (counts, grouping), they appear as separate entries.\n\n**Fix (deferred):** Normalize casing in stage 4 output or in a post-processing step. A quick client-side fix is `.toLowerCase()` before grouping, but the root cause is upstream data quality. Worth addressing when revisiting pipeline prompt templates.","oldText":"**Fix:** Check the toggle once when creating the callback/handler closure, and let the closure capture the boolean. The trade-off is that toggle changes don't take effect until the next pipeline run (not mid-run), which is acceptable for diagnostic features.","path":".gsd/KNOWLEDGE.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":327,"cacheRead":66942,"cacheWrite":129,"totalTokens":67399,"cost":{"input":0.000005,"output":0.008175,"cacheRead":0.033471,"cacheWrite":0.00080625,"total":0.04245725}},"stopReason":"toolUse","timestamp":1774934811575}}
{"type":"message","id":"4d4a7fb2","parentId":"6ccfaaf2","timestamp":"2026-03-31T05:26:59.229Z","message":{"role":"toolResult","toolCallId":"toolu_01U9Ga5NeBRCpx1ZkG5uDJUL","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/KNOWLEDGE.md."}],"details":{"diff":" 179 \n 180 **Context:** When a feature toggle (e.g., debug mode) controls whether extra work happens on every operation (e.g., storing full LLM I/O on every API call), checking the toggle per-operation adds latency (Redis round-trip) on every call even when the feature is off.\n 181 \n 182 **Fix:** Check the toggle once when creating the callback/handler closure, and let the closure capture the boolean. The trade-off is that toggle changes don't take effect until the next pipeline run (not mid-run), which is acceptable for diagnostic features.\n+183 \n+184 ## LLM-generated topic categories have inconsistent casing\n+185 \n+186 **Context:** Stage 4 classification produces topic categories with inconsistent casing across different pipeline runs (e.g., 'Sound design' vs 'Sound Design'). When these are aggregated client-side (counts, grouping), they appear as separate entries.\n+187 \n+188 **Fix (deferred):** Normalize casing in stage 4 output or in a post-processing step. A quick client-side fix is `.toLowerCase()` before grouping, but the root cause is upstream data quality. Worth addressing when revisiting pipeline prompt templates.","firstChangedLine":183},"isError":false,"timestamp":1774934819227}}
{"type":"message","id":"63460cc6","parentId":"4d4a7fb2","timestamp":"2026-03-31T05:27:37.322Z","message":{"role":"assistant","content":[{"type":"text","text":"Now complete the slice."},{"type":"toolCall","id":"toolu_01XYWfzRGvoTskzHqVWBKeXR","name":"gsd_complete_slice","arguments":{"affects":[],"deviations":"T01 used a separate base_stmt for the total count query instead of stmt.subquery() to handle join filters cleanly — minor structural deviation, same result. Docker service name is chrysopedia-web not chrysopedia-web-8096 as stated in the plan.","drillDownPaths":[".gsd/milestones/M008/slices/S03/tasks/T01-SUMMARY.md",".gsd/milestones/M008/slices/S03/tasks/T02-SUMMARY.md"],"filesModified":[{"description":"Added key_moment_count: int = 0 to TechniquePageRead","path":"backend/schemas.py"},{"description":"Added correlated COUNT subquery for key moments in list_techniques","path":"backend/routers/techniques.py"},{"description":"Added key_moment_count to TechniqueListItem interface","path":"frontend/src/api/public-client.ts"},{"description":"Rendered topic_tags as pill badges and key_moment_count on homepage cards","path":"frontend/src/pages/Home.tsx"},{"description":"Replaced view_count with topic-category breakdown from techniques array","path":"frontend/src/pages/CreatorDetail.tsx"},{"description":"Added .recent-card__moments styling for moment count display","path":"frontend/src/App.css"}],"followUps":"Normalize topic category casing in pipeline stage 4 or add a post-processing normalization step.","keyDecisions":["Used correlated COUNT subquery for key_moment_count matching creators.py pattern","Computed topic counts client-side from existing techniques array rather than adding a new API endpoint","Sorted categories by count descending for readability"],"keyFiles":["backend/schemas.py","backend/routers/techniques.py","frontend/src/api/public-client.ts","frontend/src/pages/Home.tsx","frontend/src/pages/CreatorDetail.tsx","frontend/src/App.css"],"knownLimitations":"Topic categories from pipeline stage 4 have inconsistent casing ('Sound design' vs 'Sound Design'), causing them to appear as separate entries in the creator detail breakdown. This is an upstream data quality issue, not a UI bug.","milestoneId":"M008","narrative":"Two targeted UI credibility fixes, one with a backend component:\n\n**T01 — Homepage card enrichment (backend + frontend):** Added `key_moment_count` field to `TechniquePageRead` schema and populated it via a correlated COUNT subquery in `list_techniques`, matching the existing pattern from `creators.py`. Frontend renders `topic_tags` as colored pill badges and `key_moment_count` as an inline label on homepage \"Recently Added\" cards. API verification confirmed real counts (4, 4, 2) returning for technique items.\n\n**T02 — Creator detail metric replacement (frontend only):** Removed the `view_count` display (always showed 0) from `CreatorDetail.tsx` and replaced it with a computed topic-category breakdown derived from the already-fetched techniques array. Categories are sorted by count descending and rendered inline with dot separators. No new API endpoint needed — all data was already available.\n\nBoth changes deployed to ub01:8096 and verified via API curl, TypeScript compilation, production build, and browser inspection.","observabilitySurfaces":[],"oneLiner":"Homepage technique cards now show topic tag pills and key moment counts; creator detail pages show technique-count-by-topic instead of meaningless '0 views'.","patternsEstablished":["Correlated COUNT subquery pattern for adding aggregate counts to list endpoints without schema migration"],"provides":["key_moment_count field on TechniquePageRead schema and API response","Topic tag pills on homepage cards","Topic-category breakdown on creator detail pages"],"requirementsAdvanced":[{"how":"Homepage cards now show richer metadata (topic tags, moment counts) improving search-to-content navigation","id":"R005"},{"how":"Creator detail pages show meaningful technique-by-topic metrics instead of '0 views'","id":"R007"}],"requirementsInvalidated":[],"requirementsSurfaced":[],"requirementsValidated":[],"requires":[],"sliceId":"S03","sliceTitle":"Homepage Cards & Creator Metric Polish","uatContent":"## UAT: Homepage Cards & Creator Metric Polish\n\n### Preconditions\n- Chrysopedia running at http://ub01:8096\n- At least one technique page exists with key moments and topic tags\n- At least one creator exists with associated technique pages\n\n---\n\n### Test 1: Homepage card shows key moment count\n1. Navigate to http://ub01:8096\n2. Scroll to \"Recently Added\" section\n3. Observe any technique card\n4. **Expected:** Card displays a number followed by \"moment\" or \"moments\" (e.g., \"4 moments\")\n5. **Expected:** Count matches actual key moments for that technique (verify via API: `curl http://ub01:8096/api/v1/techniques?limit=10 | jq '.items[] | {title, key_moment_count}'`)\n\n### Test 2: Homepage card shows topic tag pills\n1. Navigate to http://ub01:8096\n2. Scroll to \"Recently Added\" section\n3. Observe a technique card that has topic tags\n4. **Expected:** Small pill badges appear showing the technique's sub-topic tags (e.g., \"Compression\", \"EQ\")\n5. **Expected:** Pills are styled distinctly from surrounding text (background color, rounded)\n\n### Test 3: Technique with zero key moments\n1. Find a technique with no key moments (or verify via API: item with `key_moment_count: 0`)\n2. **Expected:** No moment count label appears on that card (not \"0 moments\")\n\n### Test 4: Creator detail shows topic categories instead of views\n1. Navigate to http://ub01:8096/creators\n2. Click any creator with techniques\n3. **Expected:** Stats area shows topic categories with counts (e.g., \"Mixing: 4 · Synthesis: 2\")\n4. **Expected:** No \"0 views\" or \"views\" text appears anywhere on the page\n\n### Test 5: Creator with no techniques\n1. Navigate to a creator detail page for a creator with zero techniques (if one exists)\n2. **Expected:** Topic category section is hidden or shows nothing — no empty/broken display\n\n### Test 6: API contract\n1. Run: `curl -s http://ub01:8096/api/v1/techniques?limit=3 | python3 -m json.tool`\n2. **Expected:** Each item in `items` array has a `key_moment_count` integer field\n3. **Expected:** Values are non-negative integers matching actual key moment counts\n\n### Edge Cases\n- **Case-inconsistent categories:** If a creator has techniques tagged \"Sound design\" and \"Sound Design\", they may appear as separate categories. This is a known upstream data issue, not a UI bug.\n- **Long tag lists:** A technique with many topic tags should wrap gracefully without breaking card layout.","verification":"All slice-level verifications passed:\n1. API: `curl http://ub01:8096/api/v1/techniques?limit=3` returns items with `key_moment_count` field (values: 4, 4, 2)\n2. Frontend: `npx tsc --noEmit` passes, `npm run build` succeeds (787ms)\n3. CreatorDetail: grep confirms `topic_category` usage present and `view_count` reference removed"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":2139,"cacheRead":67071,"cacheWrite":351,"totalTokens":69562,"cost":{"input":0.000005,"output":0.053475,"cacheRead":0.033535499999999996,"cacheWrite":0.00219375,"total":0.08920924999999999}},"stopReason":"toolUse","timestamp":1774934819228}}
{"type":"message","id":"b042bd8c","parentId":"63460cc6","timestamp":"2026-03-31T05:27:37.343Z","message":{"role":"toolResult","toolCallId":"toolu_01XYWfzRGvoTskzHqVWBKeXR","toolName":"gsd_complete_slice","content":[{"type":"text","text":"Completed slice S03 (M008)"}],"details":{"operation":"complete_slice","sliceId":"S03","milestoneId":"M008","summaryPath":"/home/aux/projects/content-to-kb-automator/.gsd/milestones/M008/slices/S03/S03-SUMMARY.md","uatPath":"/home/aux/projects/content-to-kb-automator/.gsd/milestones/M008/slices/S03/S03-UAT.md"},"isError":false,"timestamp":1774934857342}}
{"type":"message","id":"13b4763b","parentId":"b042bd8c","timestamp":"2026-03-31T05:27:40.349Z","message":{"role":"assistant","content":[{"type":"text","text":"Now update PROJECT.md to reflect M008 completion status."},{"type":"toolCall","id":"toolu_01SggGgodybEHBSCWWm7BcYq","name":"read","arguments":{"path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":71,"cacheRead":67422,"cacheWrite":2160,"totalTokens":69654,"cost":{"input":0.000005,"output":0.001775,"cacheRead":0.033711,"cacheWrite":0.0135,"total":0.04899099999999999}},"stopReason":"toolUse","timestamp":1774934857342}}
{"type":"message","id":"a4e31a37","parentId":"13b4763b","timestamp":"2026-03-31T05:27:40.356Z","message":{"role":"toolResult","toolCallId":"toolu_01SggGgodybEHBSCWWm7BcYq","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\nFive milestones complete plus a sixth refinement milestone. 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.\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- **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- **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\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"}],"isError":false,"timestamp":1774934860352}}
{"type":"message","id":"4e877634","parentId":"a4e31a37","timestamp":"2026-03-31T05:27:45.196Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_011QoXoKun7pjVx5EbftnfRs","name":"edit","arguments":{"newText":"| M007 | Pipeline Transparency, Auto-Ingest, Admin UX Polish, and Mobile Fixes | ✅ Complete |\n| M008 | Credibility Debt Cleanup — Broken Links, Test Data, Jargon, Empty Metrics | 🔄 In Progress (S03 done) |","oldText":"| M007 | Pipeline Transparency, Auto-Ingest, Admin UX Polish, and Mobile Fixes | ✅ Complete |","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":197,"cacheRead":69582,"cacheWrite":1451,"totalTokens":71231,"cost":{"input":0.000005,"output":0.0049250000000000006,"cacheRead":0.034790999999999996,"cacheWrite":0.00906875,"total":0.04878974999999999}},"stopReason":"toolUse","timestamp":1774934860354}}
{"type":"message","id":"930358e1","parentId":"4e877634","timestamp":"2026-03-31T05:27:45.202Z","message":{"role":"toolResult","toolCallId":"toolu_011QoXoKun7pjVx5EbftnfRs","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":" 47 | M004 | UI Polish, Bug Fixes, Technique Page Redesign, and Article Versioning | ✅ Complete |\n 48 | M005 | Pipeline Dashboard, Technique Page Redesign, Key Moment Cards | ✅ Complete |\n 49 | M006 | Admin Nav, Pipeline Log Views, Commit SHA, Tag Polish, Topics Redesign, Footer | ✅ Complete |\n 50 | M007 | Pipeline Transparency, Auto-Ingest, Admin UX Polish, and Mobile Fixes | ✅ Complete |\n+51 | M008 | Credibility Debt Cleanup — Broken Links, Test Data, Jargon, Empty Metrics | 🔄 In Progress (S03 done) |","firstChangedLine":51},"isError":false,"timestamp":1774934865200}}
{"type":"message","id":"56796012","parentId":"930358e1","timestamp":"2026-03-31T05:27:50.384Z","message":{"role":"assistant","content":[{"type":"text","text":"Wait — M008 has 3 slices (S01 ✅, S02 ✅, S03 just completed), so M008 is fully done now."},{"type":"toolCall","id":"toolu_01J9TDHENVyqG5jnbcNsfift","name":"edit","arguments":{"newText":"| 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 |","oldText":"| M007 | Pipeline Transparency, Auto-Ingest, Admin UX Polish, and Mobile Fixes | ✅ Complete |\n| M008 | Credibility Debt Cleanup — Broken Links, Test Data, Jargon, Empty Metrics | 🔄 In Progress (S03 done) |","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":275,"cacheRead":71033,"cacheWrite":220,"totalTokens":71529,"cost":{"input":0.000005,"output":0.006875,"cacheRead":0.0355165,"cacheWrite":0.0013750000000000001,"total":0.0437715}},"stopReason":"toolUse","timestamp":1774934865201}}
{"type":"message","id":"1f7cca5d","parentId":"56796012","timestamp":"2026-03-31T05:27:50.391Z","message":{"role":"toolResult","toolCallId":"toolu_01J9TDHENVyqG5jnbcNsfift","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":" 47 | M004 | UI Polish, Bug Fixes, Technique Page Redesign, and Article Versioning | ✅ Complete |\n 48 | M005 | Pipeline Dashboard, Technique Page Redesign, Key Moment Cards | ✅ Complete |\n 49 | M006 | Admin Nav, Pipeline Log Views, Commit SHA, Tag Polish, Topics Redesign, Footer | ✅ Complete |\n 50 | M007 | Pipeline Transparency, Auto-Ingest, Admin UX Polish, and Mobile Fixes | ✅ Complete |\n-51 | M008 | Credibility Debt Cleanup — Broken Links, Test Data, Jargon, Empty Metrics | 🔄 In Progress (S03 done) |\n+51 | M008 | Credibility Debt Cleanup — Broken Links, Test Data, Jargon, Empty Metrics | ✅ Complete |","firstChangedLine":51},"isError":false,"timestamp":1774934870389}}
{"type":"message","id":"4247e1b4","parentId":"1f7cca5d","timestamp":"2026-03-31T05:27:57.359Z","message":{"role":"assistant","content":[{"type":"text","text":"Also update the \"What's Built\" section to reflect M008's deliverables."},{"type":"toolCall","id":"toolu_01FCL9K1dLb1WotodRaigpFA","name":"edit","arguments":{"newText":"- **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'.","oldText":"- **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.","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":309,"cacheRead":71253,"cacheWrite":298,"totalTokens":71861,"cost":{"input":0.000005,"output":0.007725,"cacheRead":0.0356265,"cacheWrite":0.0018625,"total":0.045219}},"stopReason":"toolUse","timestamp":1774934870390}}
{"type":"message","id":"cd695ae7","parentId":"4247e1b4","timestamp":"2026-03-31T05:27:57.367Z","message":{"role":"toolResult","toolCallId":"toolu_01FCL9K1dLb1WotodRaigpFA","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":" 28 - **Git commit SHA tracking** — Pipeline captures current git commit SHA. Technique page versions display commit hash in metadata.\n 29 - **Technique page tag polish** — Sidebar reordered (Plugins Referenced at top), creator name prominent, tags use coherent color system.\n 30 - **Topics page redesign** — 7 categories (including Music Theory) with card layout, descriptions, sub-topic counts, colored left borders.\n 31 - **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+32 - **Key moment search links fixed** — Search results for key moments link to parent technique page with anchor scroll to the specific moment.\n+33 - **Test data and jargon cleanup** — Removed TestCreator from production data. Removed yellow \"livestream sourced\" jargon banner from search results. Clean footer version info.\n+34 - **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 35 \n 36 ### Stack\n 37 \n 38 - **Backend:** FastAPI + Celery + SQLAlchemy (async) + PostgreSQL + Redis + Qdrant","firstChangedLine":32},"isError":false,"timestamp":1774934877364}}
{"type":"message","id":"50580703","parentId":"cd695ae7","timestamp":"2026-03-31T05:28:00.216Z","message":{"role":"assistant","content":[{"type":"text","text":"Slice S03 complete."}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":10,"cacheRead":71551,"cacheWrite":332,"totalTokens":71894,"cost":{"input":0.000005,"output":0.00025,"cacheRead":0.0357755,"cacheWrite":0.002075,"total":0.0381055}},"stopReason":"stop","timestamp":1774934877365}}
{"type":"custom_message","customType":"async_job_result","content":"**Background job done: bg_c00cbf88** (creator-check, 0.0s)\n\nCreatorDetail OK\n","display":true,"id":"635f2d51","parentId":"50580703","timestamp":"2026-03-31T05:28:00.219Z"}
{"type":"message","id":"2972b0d9","parentId":"635f2d51","timestamp":"2026-03-31T05:28:03.670Z","message":{"role":"assistant","content":[{"type":"text","text":"Already incorporated — that result was part of the verification batch I awaited earlier. All three checks passed, and the slice is complete."}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":2,"output":30,"cacheRead":71551,"cacheWrite":373,"totalTokens":71956,"cost":{"input":0.00001,"output":0.00075,"cacheRead":0.0357755,"cacheWrite":0.00233125,"total":0.03886675}},"stopReason":"stop","timestamp":1774934880217}}
{"type":"custom_message","customType":"async_job_result","content":"**Background job done: bg_1a248f2b** (api-verify, 0.0s)\n\nAPI OK: [('Flexible Production Workflow b', 4), ('Transient Control with Compres', 4), ('FM Bass Foundation by COPYCATT', 2)]\n","display":true,"id":"7874ea55","parentId":"2972b0d9","timestamp":"2026-03-31T05:28:03.674Z"}
{"type":"message","id":"365742f5","parentId":"7874ea55","timestamp":"2026-03-31T05:28:07.485Z","message":{"role":"assistant","content":[{"type":"text","text":"Already handled — that was the API verification from the batch I awaited. All slice verification passed and `gsd_complete_slice` has been called. Slice S03 complete."}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":2,"output":42,"cacheRead":71924,"cacheWrite":100,"totalTokens":72068,"cost":{"input":0.00001,"output":0.0010500000000000002,"cacheRead":0.035962,"cacheWrite":0.000625,"total":0.037647}},"stopReason":"stop","timestamp":1774934883671}}
{"type":"custom_message","customType":"async_job_result","content":"**Background job done: bg_ff10b5c1** (frontend-build, 2.9s)\n\nTSC OK\ndist/assets/index-CztKrkZf.css   50.07 kB │ gzip:  7.75 kB\ndist/assets/index-BJzTKBrX.js   222.37 kB │ gzip: 68.71 kB\n✓ built in 787ms\n","display":true,"id":"d41707f9","parentId":"365742f5","timestamp":"2026-03-31T05:28:07.488Z"}
{"type":"message","id":"08012fb3","parentId":"d41707f9","timestamp":"2026-03-31T05:28:10.646Z","message":{"role":"assistant","content":[{"type":"text","text":"Already captured — that was the frontend build from the same verification batch. All three jobs completed successfully and the slice was already closed. Nothing left to do here."}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":2,"output":35,"cacheRead":72024,"cacheWrite":152,"totalTokens":72213,"cost":{"input":0.00001,"output":0.000875,"cacheRead":0.036011999999999995,"cacheWrite":0.00095,"total":0.03784699999999999}},"stopReason":"stop","timestamp":1774934887486}}
