{"type":"thinking_level_change","id":"75c64fce","parentId":null,"timestamp":"2026-04-01T06:21:29.547Z","thinkingLevel":"medium"}
{"type":"model_change","id":"517760ea","parentId":"75c64fce","timestamp":"2026-04-01T06:21:29.550Z","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 S01 (\"Multi-Field Composite Search\") — Milestone M012\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/M012/M012-ROADMAP.md`\n\n# M012: \n\n## Vision\nEvery search input resolves multi-token queries across all metadata fields (creator, title, tags, category, body) with AND logic. Every list view exposes a visible sort control with session-persisted preference.\n\n## Slice Overview\n| ID | Slice | Risk | Depends | Done | After this |\n|----|-------|------|---------|------|------------|\n| S01 | Multi-Field Composite Search | high | — | ⬜ | Type 'keota snare' in search box → results show only content matching both tokens across creator/title/tags/body fields |\n| S02 | Sort Controls on All List Views | medium | S01 | ⬜ | Every list view (search results, sub-topic page, creator detail) shows a visible sort dropdown. Changing sort persists across navigation within the session. |\n\n---\n\n### Slice Plan\nSource: `.gsd/milestones/M012/slices/S01/S01-PLAN.md`\n\n# S01: Multi-Field Composite Search\n\n**Goal:** Backend search tokenizes input by whitespace, matches each token independently against all indexed fields with AND logic. Both keyword fallback and semantic path support cross-field queries. Graceful no-results fallback.\n**Demo:** After this: Type 'keota snare' in search box → results show only content matching both tokens across creator/title/tags/body fields\n\n## Tasks\n- [x] **T01: Refactored keyword_search to multi-token AND with cross-field matching and partial_matches fallback** — Refactor `SearchService.keyword_search()` in `backend/search_service.py`:\n1. Tokenize query by whitespace: `tokens = query.split()`\n2. For each token, build an OR condition across: TechniquePage.title, TechniquePage.summary, TechniquePage.topic_category, and a joined Creator.name. Also check if token appears in topic_tags array (use `func.array_to_string(TechniquePage.topic_tags, ' ').ilike(pattern)`).\n3. AND all per-token conditions together so every token must match at least one field.\n4. Same pattern for KeyMoment search: join Creator via SourceVideo, check title/summary/creator.name.\n5. For Creator search: each token must match name or genres.\n6. Add `partial_matches` logic: if zero AND results, re-query with individual tokens, score results by how many tokens they match, return top 5 as partial_matches.\n7. Extend SearchResponse schema with `partial_matches: list[SearchResultItem]` (default empty).\n  - Estimate: 45min\n  - Files: backend/search_service.py, backend/schemas.py, backend/routers/search.py\n  - Verify: Run targeted curl: `curl 'http://localhost:8001/api/v1/search?q=keota+snare'` returns results matching both tokens. `curl 'http://localhost:8001/api/v1/search?q=xyznonexistent+snare'` returns empty items but partial_matches with snare-only results.\n- [x] **T02: Enriched Qdrant embedding text with creator_name/tags and added reindex-all endpoint** — In `backend/pipeline/stages.py` stage6_embed_and_index:\n1. For technique pages, change embedding text from `'{title} {summary} {topic_category}'` to `'{creator_name} {title} {topic_category} {tags_joined} {summary}'` where creator_name comes from the joined Creator row and tags_joined is `' '.join(topic_tags)`.\n2. For key moments, change from `'{title} {summary}'` to `'{creator_name} {title} {summary}'`.\n3. In `qdrant_client.py`, add `creator_name` to key_moment payload dict.\n4. In stage 6, fetch creator name for moment enrichment (creator available via source_video.creator join).\n5. Add an admin endpoint `POST /admin/pipeline/reindex-all` that triggers stage 6 re-run for all videos with processing_status='complete'. This allows re-indexing after embedding text changes.\n  - Estimate: 30min\n  - Files: backend/pipeline/stages.py, backend/pipeline/qdrant_client.py, backend/routers/pipeline.py\n  - Verify: Inspect stage 6 code to confirm enriched text. Hit reindex endpoint and verify Qdrant points contain creator_name in payload.\n- [x] **T03: Added partial_matches fallback UI to search results — shows muted suggestions when no exact AND match exists** — In `frontend/src/pages/SearchResults.tsx`:\n1. Update SearchResponse type in public-client.ts to include `partial_matches: SearchResultItem[]`.\n2. When `results.length === 0 && partial_matches.length > 0`, show a 'No exact matches for all terms' banner followed by 'Results matching some of your terms:' with the partial_matches rendered as SearchResultCards.\n3. When both are empty, keep the existing 'No results found' state.\n4. Style the partial-matches section with a muted header to distinguish it from exact results.\n  - Estimate: 20min\n  - Files: frontend/src/api/public-client.ts, frontend/src/pages/SearchResults.tsx\n  - Verify: Browser verification: search for a multi-token query that has no exact match but has partial matches — verify the fallback UI renders correctly.\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 (7 top-level categories → sub-topics). Filter input, genre filter pills. Each sub-topic shows technique count and creator count. Clicking sub-topic loads a dedicated page with creator-grouped techniques and breadcrumbs.\n**Validation:** Hierarchy renders, filtering works, sub-topics have dedicated pages at /topics/:category/:subtopic with backend filtering and creator grouping. Verified: M010/S01.\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## R016 — Card Hover Animations & Staggered Entrance\n**Status:** validated\n**Description:** All technique/content cards animate on hover (scale + shadow transition). Card grids use staggered fade-in-up entrance animations on page load.\n**Validation:** Cards visually respond to hover with smooth 200ms transition. Grid cards appear sequentially on page load.\n**Primary Owner:** M011/S01\n\n## R017 — Featured Technique Visual Redesign\n**Status:** validated\n**Description:** Featured Technique section on homepage has a visually distinct treatment (gradient border, glow, or full-bleed) that differentiates it from ordinary cards.\n**Validation:** Featured technique is visually prominent and clearly distinct from regular technique cards.\n**Primary Owner:** M011/S01\n\n## R018 — Random Technique Discovery\n**Status:** validated\n**Description:** A \"Random Technique\" button exists that navigates to a randomly selected technique page.\n**Validation:** Clicking the button loads a different technique each time.\n**Primary Owner:** M011/S01\n\n## R019 — Topics Page Default-Collapsed\n**Status:** validated\n**Description:** Topics page loads with all categories collapsed, showing only category cards. Clicking a category expands its sub-topics with a smooth slide animation.\n**Validation:** Page loads collapsed. Click expands with animation. Click again collapses.\n**Primary Owner:** M011/S02\n\n## R020 — Global Search in Navigation\n**Status:** validated\n**Description:** A compact search input in the navigation bar is available on all pages except the homepage. Cmd+K (or /) keyboard shortcut focuses it from any page.\n**Validation:** Search bar visible in nav on Topics, Creators, Technique, About pages. Cmd+K focuses it.\n**Primary Owner:** M011/S03\n\n## R021 — Mobile Hamburger Menu\n**Status:** validated\n**Description:** Navigation uses a hamburger menu on viewports below 768px with generous touch targets (44×44px minimum).\n**Validation:** Mobile viewport shows hamburger icon. Tapping reveals nav items. Touch targets meet minimum size.\n**Primary Owner:** M011/S03\n\n## R022 — Heading Hierarchy Fix\n**Status:** validated\n**Description:** Every page has exactly one H1 element. Heading levels are sequential (no skips from H1 to H3).\n**Validation:** DOM inspection confirms single H1 per page and sequential heading levels.\n**Primary Owner:** M011/S04\n\n## R023 — Skip-to-Content Link\n**Status:** validated\n**Description:** A visually hidden skip link is the first focusable element on every page, visible on keyboard focus.\n**Validation:** Tab from page load shows \"Skip to content\" link. Clicking it jumps to main content area.\n**Primary Owner:** M011/S04\n\n## R024 — Text Contrast AA Compliance\n**Status:** validated\n**Description:** All text meets WCAG AA contrast ratios (4.5:1 for normal text, 3:1 for large text) against the dark background.\n**Validation:** Secondary text color passes 4.5:1 contrast check against page background.\n**Primary Owner:** M011/S04\n\n## R025 — Page-Specific Document Titles\n**Status:** validated\n**Description:** Each route sets a descriptive document title (e.g., \"Bass — Sound Design — Chrysopedia\", \"COPYCATT — Chrysopedia\").\n**Validation:** Browser tab shows distinct title per page. Navigating between pages updates the title.\n**Primary Owner:** M011/S04\n\n## R026 — Creator Stats Topic-Colored Pills\n**Status:** validated\n**Description:** Creator detail page stats line rendered as topic-colored pill badges instead of run-on text.\n**Validation:** Stats show as visually distinct colored pills grouped by topic category.\n**Primary Owner:** M011/S02\n\n## R027 — Tag Overflow Limit on Cards\n**Status:** validated\n**Description:** Technique cards show a maximum of 4 tags, with a \"+N more\" indicator for additional tags.\n**Validation:** Cards with >4 tags show exactly 4 plus a \"+N more\" badge.\n**Primary Owner:** M011/S02\n\n## R028 — Empty Subtopic Handling\n**Status:** validated\n**Description:** Sub-topics with 0 techniques either hidden by default or display a \"Coming soon\" badge.\n**Validation:** Empty subtopics are visually distinguished or hidden. No dead-end clicks.\n**Primary Owner:** M011/S02\n\n## Denied / Out of Scope\n\n## R029 — Beginner Learning Paths\n**Status:** out-of-scope\n**Description:** Curated beginner learning paths with skill-level tags and \"New to Production?\" section.\n**Validation:** n/a\n**Notes:** Denied — audience knows what they're looking for. Assessment F01.\n\n## R030 — YouTube Deep Links on Key Moments\n**Status:** out-of-scope\n**Description:** Key moment timestamps link to source YouTube videos at the correct time.\n**Validation:** n/a\n**Notes:** Denied — no video URLs in data model / don't want to link out. Assessment F02.\n\n## R031 — Hide Admin Dropdown\n**Status:** out-of-scope\n**Description:** Admin dropdown hidden from public visitors behind auth or flag.\n**Validation:** n/a\n**Notes:** Denied — fine as-is. Assessment F03.\n\n## R032 — CTA Label Changes\n**Status:** out-of-scope\n**Description:** Change \"Start Exploring\" to more descriptive CTA text.\n**Validation:** n/a\n**Notes:** Denied — skipped. Assessment F15.\n\n---\n\n[...truncated 32 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/M012/slices/S01/S01-SUMMARY.md` (compress all task summaries).\n8. Write `/home/aux/projects/content-to-kb-automator/.gsd/milestones/M012/slices/S01/S01-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/M012/slices/S01/S01-SUMMARY.md` and `/home/aux/projects/content-to-kb-automator/.gsd/milestones/M012/slices/S01/S01-UAT.md` automatically.**\n\nWhen done, say: \"Slice S01 complete.\"","display":false,"id":"fef13b1c","parentId":"517760ea","timestamp":"2026-04-01T06:21:29.553Z"}
{"type":"message","id":"fa92c705","parentId":"fef13b1c","timestamp":"2026-04-01T06:21:36.527Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"Let me start by reading the task summaries to understand what was actually delivered, then verify the slice-level checks.","thinkingSignature":"ErUCClkIDBgCKkAOSNExZstueKw8ZqPE/zZ16TlFYDjPoDzx65959T1LMFUjYZcJ3MLR67RNDk1aGgtE6bftoP5lY/4ycdqmGC0OMg9jbGF1ZGUtb3B1cy00LTY4ABIMUWRNP2TXvtlO2tJLGgx32mpijmNvOvZ+jOgiMFFlFqS0lVMr6GxHqzdEq/epvFI7yzlfM237942XQMHziwriFRmHOSc8tu/uHTdsuiqJARtlYriaYkwqd+WYsUXRMxdG04jxaUF/0Fm4YBjsHJ0Ic8zTqSHOLoRasMV+GHTQpQ0bC7kBmGP++udmV9JSti/AIMxj+4mW6JmjeF/WeuJaqMJu2Vq4weLUgGw5Fz9o02dXarHYtGj3f/LbSPv/eyEv4uP6Unn5owPtZghpQS6ybTBol0HtklmwGAE="},{"type":"toolCall","id":"toolu_01QZV6aQ9nGrECcDeRnsZUk9","name":"read","arguments":{"path":".gsd/milestones/M012/slices/S01/tasks/T01-SUMMARY.md"}},{"type":"toolCall","id":"toolu_01S6nLAyqZK6PiZxXbQDhzFw","name":"read","arguments":{"path":".gsd/milestones/M012/slices/S01/tasks/T02-SUMMARY.md"}},{"type":"toolCall","id":"toolu_017uwvNJP8yoeomurm6snYw9","name":"read","arguments":{"path":".gsd/milestones/M012/slices/S01/tasks/T03-SUMMARY.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":3,"output":234,"cacheRead":59329,"cacheWrite":5660,"totalTokens":65226,"cost":{"input":0.000015000000000000002,"output":0.00585,"cacheRead":0.0296645,"cacheWrite":0.035375000000000004,"total":0.07090450000000001}},"stopReason":"toolUse","timestamp":1775024489552}}
{"type":"message","id":"d5b125ed","parentId":"fa92c705","timestamp":"2026-04-01T06:21:36.534Z","message":{"role":"toolResult","toolCallId":"toolu_01QZV6aQ9nGrECcDeRnsZUk9","toolName":"read","content":[{"type":"text","text":"---\nid: T01\nparent: S01\nmilestone: M012\nprovides: []\nrequires: []\naffects: []\nkey_files: [\"backend/search_service.py\", \"backend/schemas.py\", \"backend/routers/search.py\", \"backend/tests/test_search.py\"]\nkey_decisions: [\"TechniquePage keyword search JOINs Creator for cross-field token matching\", \"partial_matches only triggers on multi-token queries with zero AND results\", \"keyword_search returns dict with items + partial_matches instead of flat list\"]\npatterns_established: []\ndrill_down_paths: []\nobservability_surfaces: []\nduration: \"\"\nverification_result: \"All 19 search tests pass (13 existing updated for new return shape + 6 new tests covering multi-token AND logic, cross-field matching, partial_matches, topic_tags via array_to_string, and creator genres matching). All 3 source files pass AST syntax validation.\"\ncompleted_at: 2026-04-01T06:15:17.535Z\nblocker_discovered: false\n---\n\n# T01: Refactored keyword_search to multi-token AND with cross-field matching and partial_matches fallback\n\n> Refactored keyword_search to multi-token AND with cross-field matching and partial_matches fallback\n\n## What Happened\n---\nid: T01\nparent: S01\nmilestone: M012\nkey_files:\n  - backend/search_service.py\n  - backend/schemas.py\n  - backend/routers/search.py\n  - backend/tests/test_search.py\nkey_decisions:\n  - TechniquePage keyword search JOINs Creator for cross-field token matching\n  - partial_matches only triggers on multi-token queries with zero AND results\n  - keyword_search returns dict with items + partial_matches instead of flat list\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-01T06:15:17.536Z\nblocker_discovered: false\n---\n\n# T01: Refactored keyword_search to multi-token AND with cross-field matching and partial_matches fallback\n\n**Refactored keyword_search to multi-token AND with cross-field matching and partial_matches fallback**\n\n## What Happened\n\nRewrote SearchService.keyword_search() from single-pattern ILIKE to multi-token AND architecture. Each token generates OR conditions across entity fields (title, summary, topic_category, topic_tags, creator name), all AND'd together. TechniquePage now JOINs Creator for cross-field matching. Added partial_matches fallback that scores by token coverage when AND yields zero results on multi-token queries. Extended SearchResponse schema with partial_matches field and threaded it through the router.\n\n## Verification\n\nAll 19 search tests pass (13 existing updated for new return shape + 6 new tests covering multi-token AND logic, cross-field matching, partial_matches, topic_tags via array_to_string, and creator genres matching). All 3 source files pass AST syntax validation.\n\n## Verification Evidence\n\n| # | Command | Exit Code | Verdict | Duration |\n|---|---------|-----------|---------|----------|\n| 1 | `python -m pytest tests/test_search.py -x -v` | 0 | ✅ pass | 8880ms |\n| 2 | `python -c \"import ast; ast.parse(open('search_service.py').read())\"` | 0 | ✅ pass | 200ms |\n| 3 | `python -c \"import ast; ast.parse(open('schemas.py').read())\"` | 0 | ✅ pass | 200ms |\n\n\n## Deviations\n\nUsed integration tests against PostgreSQL test DB via SSH tunnel instead of localhost:8001 curl since API runs in Docker on ub01.\n\n## Known Issues\n\nNone.\n\n## Files Created/Modified\n\n- `backend/search_service.py`\n- `backend/schemas.py`\n- `backend/routers/search.py`\n- `backend/tests/test_search.py`\n\n\n## Deviations\nUsed integration tests against PostgreSQL test DB via SSH tunnel instead of localhost:8001 curl since API runs in Docker on ub01.\n\n## Known Issues\nNone.\n"}],"isError":false,"timestamp":1775024496533}}
{"type":"message","id":"3a522b99","parentId":"d5b125ed","timestamp":"2026-04-01T06:21:36.535Z","message":{"role":"toolResult","toolCallId":"toolu_01S6nLAyqZK6PiZxXbQDhzFw","toolName":"read","content":[{"type":"text","text":"---\nid: T02\nparent: S01\nmilestone: M012\nprovides: []\nrequires: []\naffects: []\nkey_files: [\"backend/pipeline/stages.py\", \"backend/pipeline/qdrant_client.py\", \"backend/routers/pipeline.py\"]\nkey_decisions: [\"Resolve creator names via batch query at start of stage 6 rather than per-item lookups\", \"Added creator_name to technique_page Qdrant payload for consistency\"]\npatterns_established: []\ndrill_down_paths: []\nobservability_surfaces: []\nduration: \"\"\nverification_result: \"All 3 modified files pass AST syntax validation. Embedding text composition confirmed via grep. Qdrant payloads include creator_name for both point types. Reindex-all endpoint registered.\"\ncompleted_at: 2026-04-01T06:17:45.233Z\nblocker_discovered: false\n---\n\n# T02: Enriched Qdrant embedding text with creator_name/tags and added reindex-all endpoint\n\n> Enriched Qdrant embedding text with creator_name/tags and added reindex-all endpoint\n\n## What Happened\n---\nid: T02\nparent: S01\nmilestone: M012\nkey_files:\n  - backend/pipeline/stages.py\n  - backend/pipeline/qdrant_client.py\n  - backend/routers/pipeline.py\nkey_decisions:\n  - Resolve creator names via batch query at start of stage 6 rather than per-item lookups\n  - Added creator_name to technique_page Qdrant payload for consistency\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-01T06:17:45.233Z\nblocker_discovered: false\n---\n\n# T02: Enriched Qdrant embedding text with creator_name/tags and added reindex-all endpoint\n\n**Enriched Qdrant embedding text with creator_name/tags and added reindex-all endpoint**\n\n## What Happened\n\nModified stage 6 to produce richer embedding text: technique pages now embed as '{creator_name} {title} {topic_category} {tags_joined} {summary}', key moments as '{creator_name} {title} {summary}'. Creator names resolved via batch queries. Added creator_name to both Qdrant payload types. Added POST /admin/pipeline/reindex-all endpoint to dispatch stage 6 for all complete videos.\n\n## Verification\n\nAll 3 modified files pass AST syntax validation. Embedding text composition confirmed via grep. Qdrant payloads include creator_name for both point types. Reindex-all endpoint registered.\n\n## Verification Evidence\n\n| # | Command | Exit Code | Verdict | Duration |\n|---|---------|-----------|---------|----------|\n| 1 | `python -c \"import ast; ast.parse(open('pipeline/stages.py').read())\"` | 0 | ✅ pass | 200ms |\n| 2 | `python -c \"import ast; ast.parse(open('pipeline/qdrant_client.py').read())\"` | 0 | ✅ pass | 200ms |\n| 3 | `python -c \"import ast; ast.parse(open('routers/pipeline.py').read())\"` | 0 | ✅ pass | 200ms |\n\n\n## Deviations\n\nAdded creator_name to technique_page Qdrant payload too (plan only mentioned key_moment). Strictly additive.\n\n## Known Issues\n\nNone.\n\n## Files Created/Modified\n\n- `backend/pipeline/stages.py`\n- `backend/pipeline/qdrant_client.py`\n- `backend/routers/pipeline.py`\n\n\n## Deviations\nAdded creator_name to technique_page Qdrant payload too (plan only mentioned key_moment). Strictly additive.\n\n## Known Issues\nNone.\n"}],"isError":false,"timestamp":1775024496533}}
{"type":"message","id":"9baa6653","parentId":"3a522b99","timestamp":"2026-04-01T06:21:36.538Z","message":{"role":"toolResult","toolCallId":"toolu_017uwvNJP8yoeomurm6snYw9","toolName":"read","content":[{"type":"text","text":"---\nid: T03\nparent: S01\nmilestone: M012\nprovides: []\nrequires: []\naffects: []\nkey_files: [\"frontend/src/api/public-client.ts\", \"frontend/src/pages/SearchResults.tsx\", \"frontend/src/App.css\"]\nkey_decisions: [\"Defensive ?? [] on partial_matches so frontend handles both old and new API responses\"]\npatterns_established: []\ndrill_down_paths: []\nobservability_surfaces: []\nduration: \"\"\nverification_result: \"TypeScript compilation clean (npx tsc --noEmit). Vite production build succeeds (52 modules). Browser verification with mocked API confirms partial match fallback UI renders correctly. Empty state still works when both arrays empty.\"\ncompleted_at: 2026-04-01T06:21:17.082Z\nblocker_discovered: false\n---\n\n# T03: Added partial_matches fallback UI to search results — shows muted suggestions when no exact AND match exists\n\n> Added partial_matches fallback UI to search results — shows muted suggestions when no exact AND match exists\n\n## What Happened\n---\nid: T03\nparent: S01\nmilestone: M012\nkey_files:\n  - frontend/src/api/public-client.ts\n  - frontend/src/pages/SearchResults.tsx\n  - frontend/src/App.css\nkey_decisions:\n  - Defensive ?? [] on partial_matches so frontend handles both old and new API responses\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-01T06:21:17.082Z\nblocker_discovered: false\n---\n\n# T03: Added partial_matches fallback UI to search results — shows muted suggestions when no exact AND match exists\n\n**Added partial_matches fallback UI to search results — shows muted suggestions when no exact AND match exists**\n\n## What Happened\n\nAdded partial_matches field to the frontend SearchResponse type. Updated SearchResults.tsx with partialMatches state, three-way rendering (exact results → partial match fallback → empty state), and a PartialMatchResults component that groups partial results by type with a muted header. Added CSS for banner and header styling with reduced opacity on partial result cards.\n\n## Verification\n\nTypeScript compilation clean (npx tsc --noEmit). Vite production build succeeds (52 modules). Browser verification with mocked API confirms partial match fallback UI renders correctly. Empty state still works when both arrays empty.\n\n## Verification Evidence\n\n| # | Command | Exit Code | Verdict | Duration |\n|---|---------|-----------|---------|----------|\n| 1 | `npx tsc --noEmit` | 0 | ✅ pass | 3000ms |\n| 2 | `npx vite build` | 0 | ✅ pass | 2600ms |\n\n\n## Deviations\n\nNone.\n\n## Known Issues\n\nNone.\n\n## Files Created/Modified\n\n- `frontend/src/api/public-client.ts`\n- `frontend/src/pages/SearchResults.tsx`\n- `frontend/src/App.css`\n\n\n## Deviations\nNone.\n\n## Known Issues\nNone.\n"}],"isError":false,"timestamp":1775024496535}}
{"type":"message","id":"a1b63818","parentId":"9baa6653","timestamp":"2026-04-01T06:21:43.761Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"Let me now run slice-level verification. The slice plan says to verify with curl commands against the running service. Let me check if the services are running on ub01.","thinkingSignature":"EuQCClkIDBgCKkDh/J4CPEw3lpfgAewT2e7/V7A7YFICZutBIjdBC88iXp+SZcxAz1WzBAJs2fgtdT2K8Em0u34IfqzM+zTNAzMIMg9jbGF1ZGUtb3B1cy00LTY4ABIMRyrMT3CDkNJO9E1tGgwn15e9xWTf5cYXZLkiMMVfobFE68ccOWoba/llwH0UYkUmALDj6usR5FqTN15nbqfzi6aBdAs66jrj1qDY5iq4AX83zN9tVarZm25jtbbW908uovpBLBO3cIwTKdTyzOOuEvigJLKRoNwA9Se9M5fU2GTMJ9saT/zFmPj4AtfPRfMDStCFW8efnmaY4gpI/WcpBF/FWZXOw/uuYfk0Wx0HjCnhF3sfy4GCcGwIlnl8WRrlM/i02lX8TcA9APbgKtjR4DWOAWkmLxvUTdJEpbwCtv+uLsouWNaOJn1nOp5lnsK8nYFf4M2kxibmE59ZMh2gJ8w9usAOMaIYAQ=="},{"type":"text","text":"All three tasks completed cleanly. Let me run slice-level verification — the plan specifies curl-based checks against the running API."},{"type":"toolCall","id":"toolu_01W3r4r6hSKTiB6rGg9PF7Sm","name":"bash","arguments":{"command":"ssh ub01 \"curl -s 'http://localhost:8096/api/v1/search?q=keota+snare'\" 2>&1 | head -100","timeout":15}},{"type":"toolCall","id":"toolu_01HrXVmq6Bcrgjji2jaqowgV","name":"bash","arguments":{"command":"ssh ub01 \"docker ps --filter name=chrysopedia --format '{{.Names}} {{.Status}}'\" 2>&1","timeout":10}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":272,"cacheRead":64989,"cacheWrite":2939,"totalTokens":68201,"cost":{"input":0.000005,"output":0.0068000000000000005,"cacheRead":0.032494499999999996,"cacheWrite":0.01836875,"total":0.05766824999999999}},"stopReason":"toolUse","timestamp":1775024496536}}
{"type":"message","id":"234dccb5","parentId":"a1b63818","timestamp":"2026-04-01T06:21:44.924Z","message":{"role":"toolResult","toolCallId":"toolu_01W3r4r6hSKTiB6rGg9PF7Sm","toolName":"bash","content":[{"type":"text","text":"{\"items\":[],\"total\":0,\"query\":\"keota snare\",\"fallback_used\":true}"}],"isError":false,"timestamp":1775024504924}}
{"type":"message","id":"d60d9901","parentId":"234dccb5","timestamp":"2026-04-01T06:21:44.927Z","message":{"role":"toolResult","toolCallId":"toolu_01HrXVmq6Bcrgjji2jaqowgV","toolName":"bash","content":[{"type":"text","text":"chrysopedia-api Up 47 minutes (healthy)\nchrysopedia-worker Up 47 minutes (healthy)\nchrysopedia-web-8096 Up 3 hours (healthy)\nchrysopedia-watcher Up 13 hours (healthy)\nchrysopedia-qdrant Up 2 days (healthy)\nchrysopedia-ollama Up 2 days (healthy)\nchrysopedia-db Up 2 days (healthy)\nchrysopedia-redis Up 2 days (healthy)\n"}],"isError":false,"timestamp":1775024504924}}
{"type":"message","id":"70d4c448","parentId":"d60d9901","timestamp":"2026-04-01T06:21:51.703Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"The API is up but the response doesn't include `partial_matches` field. Let me check if the containers have the latest code deployed.","thinkingSignature":"EsECClkIDBgCKkDhXgP/45dE5e1vgsc6a4bV41F0WzhW7dQts80+v/f0hcxOK38vVy2GE0HHRcLlm9yXrf3jkvhsj8MoYK39kkhvMg9jbGF1ZGUtb3B1cy00LTY4ABIMQPx6RHLAzUBFK3/IGgzXIq7jU8dzdu23F0kiME+tYZbIznsuliNHIKRxe5y6wUpLQWemJrR3mr9I/nX8traoRJdhdTrQWL9drU0MJCqVAVjP8znONVsBhfdFkyS25RoGiX0HNn5YtZTJH10Wp71iwRIwNzwCNKHQaoRzjBCY31jSnRDcZHfiJyvcKt/fPu+ARGyb6Vwy0u0MOlcMghlNq9L+0gaBd35y9Xhi3LxYORq1g7tIfGopWoLqR2gfFyoFG9jjqVnPPx6jfkfIvSY86TzumgyNGmxJ2WucuAouMceJ4aUtGAE="},{"type":"text","text":"The API is running but returned the old response shape (no `partial_matches` field). The containers need a rebuild with the new code. Let me check if the code changes are in the repo on ub01."},{"type":"toolCall","id":"toolu_016L6nB7XnGL2GGRZejLN6cP","name":"bash","arguments":{"command":"ssh ub01 \"cd /vmPool/r/repos/xpltdco/chrysopedia && git log --oneline -5\" 2>&1","timeout":10}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":195,"cacheRead":67928,"cacheWrite":424,"totalTokens":68548,"cost":{"input":0.000005,"output":0.004875,"cacheRead":0.033964,"cacheWrite":0.00265,"total":0.041494}},"stopReason":"toolUse","timestamp":1775024504925}}
{"type":"message","id":"5e7a41b4","parentId":"70d4c448","timestamp":"2026-04-01T06:21:52.027Z","message":{"role":"toolResult","toolCallId":"toolu_016L6nB7XnGL2GGRZejLN6cP","toolName":"bash","content":[{"type":"text","text":"c344b8c fix: Moment-to-page linking via moment_indices in stage 5 synthesis\n9b2db11 feat: Enrich in-progress stage display and memoize pipeline page\ne80094d feat: Truncation detection, batched classification, and pipeline auto-resume\n5984129 fix: Inflate LLM token estimates and forward max_tokens on retry\n0817e6e style: Custom dark-theme checkboxes on pipeline admin page\n"}],"isError":false,"timestamp":1775024512026}}
{"type":"message","id":"af7b4f85","parentId":"5e7a41b4","timestamp":"2026-04-01T06:22:01.040Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"The code changes from M012/S01 haven't been pushed to ub01 yet. The changes exist locally in the working directory. Let me check if the code changes are actually present locally.","thinkingSignature":"Eu4CClkIDBgCKkCDNtWY9oy4LSkIwMa8pWN4AfhIBCVPbZI9+GtsR2kAsKU9Iv1p1etyG5vigOKz59N9BxuLhDrS/GZVXajJ8gKBMg9jbGF1ZGUtb3B1cy00LTY4ABIMb4a+n+bZufY+mC0rGgxMQ36Lhr0h2gyYUcgiMGUoxLaCRIm7K2Be8sAGglqj/BzghZzgAoWNgCO3QZU+NC8wx31csFr+w5PiHGELFyrCAWgRLlUK8gAoxAPiD+W+856sJtXNKoivgpgXGZ+vrs7x2q70wePyCZbpUXRZYNmaXRFlzM50mDcxEguzE8W1ePPYXU1LJsW8Wad+EqT1Wg54SSOJeg81U2EpCmCmLH3A4VfcuSvuA3oDYJlpDRCtRTPAy9rK9uTDfuxFY/oBmHLAGATdvKwvy9sxhofZIEJKRBkLQt11e3oaHnhGCD+EgT7tUPNnH/OdoegDA5btgfdpR5foO0V5UxV+KGPxtQCCfxwDGAE="},{"type":"text","text":"The M012 changes exist locally but haven't been deployed to ub01 yet. The slice verification needs to confirm the code is correct structurally since the running deployment is on the prior version. Let me verify the code changes are sound."},{"type":"toolCall","id":"toolu_011JcDhtdudt8KY3QLkP8QEa","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && python3 -c \"import ast; ast.parse(open('backend/search_service.py').read()); print('OK')\" 2>&1","timeout":5}},{"type":"toolCall","id":"toolu_01CgbZj2dqCAxVnhAbAHq6c3","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && python3 -c \"import ast; ast.parse(open('backend/schemas.py').read()); print('OK')\" 2>&1","timeout":5}},{"type":"toolCall","id":"toolu_01EVvJJNX4J9DYgSwxVtNnF6","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && python3 -c \"import ast; ast.parse(open('backend/pipeline/stages.py').read()); print('OK')\" 2>&1","timeout":5}},{"type":"toolCall","id":"toolu_01E8EZxPSeJUGwYSEcRMqHeu","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && grep -n 'partial_matches' backend/search_service.py backend/schemas.py backend/routers/search.py | head -30","timeout":5}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":534,"cacheRead":68352,"cacheWrite":272,"totalTokens":69159,"cost":{"input":0.000005,"output":0.01335,"cacheRead":0.034176,"cacheWrite":0.0017000000000000001,"total":0.049231}},"stopReason":"toolUse","timestamp":1775024512026}}
{"type":"message","id":"6d1cd867","parentId":"af7b4f85","timestamp":"2026-04-01T06:22:01.072Z","message":{"role":"toolResult","toolCallId":"toolu_011JcDhtdudt8KY3QLkP8QEa","toolName":"bash","content":[{"type":"text","text":"OK\n"}],"isError":false,"timestamp":1775024521072}}
{"type":"message","id":"1f270071","parentId":"6d1cd867","timestamp":"2026-04-01T06:22:01.083Z","message":{"role":"toolResult","toolCallId":"toolu_01CgbZj2dqCAxVnhAbAHq6c3","toolName":"bash","content":[{"type":"text","text":"OK\n"}],"isError":false,"timestamp":1775024521082}}
{"type":"message","id":"b4029d67","parentId":"1f270071","timestamp":"2026-04-01T06:22:01.090Z","message":{"role":"toolResult","toolCallId":"toolu_01EVvJJNX4J9DYgSwxVtNnF6","toolName":"bash","content":[{"type":"text","text":"OK\n"}],"isError":false,"timestamp":1775024521090}}
{"type":"message","id":"09818a76","parentId":"b4029d67","timestamp":"2026-04-01T06:22:01.094Z","message":{"role":"toolResult","toolCallId":"toolu_01E8EZxPSeJUGwYSEcRMqHeu","toolName":"bash","content":[{"type":"text","text":"backend/search_service.py:191:        returns up to 5 partial_matches scored by the number of tokens matched.\nbackend/search_service.py:193:        Returns ``{\"items\": [...], \"partial_matches\": [...]}``.\nbackend/search_service.py:197:            return {\"items\": [], \"partial_matches\": []}\nbackend/search_service.py:206:            partial = await self._keyword_partial_matches(tokens, scope, db)\nbackend/search_service.py:209:        return {\"items\": items, \"partial_matches\": partial}\nbackend/search_service.py:291:    async def _keyword_partial_matches(\nbackend/search_service.py:409:            partial_matches = kw_result.get(\"partial_matches\", [])\nbackend/search_service.py:412:            partial_matches = []\nbackend/search_service.py:421:            len(partial_matches),\nbackend/search_service.py:428:            \"partial_matches\": partial_matches,\nbackend/schemas.py:222:    partial_matches: list[SearchResultItem] = Field(default_factory=list)\nbackend/routers/search.py:50:        partial_matches=[SearchResultItem(**item) for item in result.get(\"partial_matches\", [])],\n"}],"isError":false,"timestamp":1775024521090}}
{"type":"message","id":"dfc6d677","parentId":"09818a76","timestamp":"2026-04-01T06:22:06.775Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01RT9rfZfCJnA4vCQrhqRno3","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && grep -n 'creator_name' backend/pipeline/stages.py | head -15","timeout":5}},{"type":"toolCall","id":"toolu_015RtmyALSvjMeNPnafrt6dL","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && grep -n 'creator_name' backend/pipeline/qdrant_client.py | head -10","timeout":5}},{"type":"toolCall","id":"toolu_01CMSJjCL7HDziAgovg2XxPV","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && grep -n 'reindex' backend/routers/pipeline.py | head -10","timeout":5}},{"type":"toolCall","id":"toolu_01Hfrp5JbWgSNEsL9DxeUiDF","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && grep -n 'partial_matches\\|partialMatches\\|PartialMatch' frontend/src/pages/SearchResults.tsx frontend/src/api/public-client.ts | head -20","timeout":5}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":399,"cacheRead":68624,"cacheWrite":899,"totalTokens":69923,"cost":{"input":0.000005,"output":0.009975000000000001,"cacheRead":0.034311999999999995,"cacheWrite":0.0056187500000000005,"total":0.04991075}},"stopReason":"toolUse","timestamp":1775024521091}}
{"type":"message","id":"7e9eafff","parentId":"dfc6d677","timestamp":"2026-04-01T06:22:06.804Z","message":{"role":"toolResult","toolCallId":"toolu_01RT9rfZfCJnA4vCQrhqRno3","toolName":"bash","content":[{"type":"text","text":"740:        creator_name = creator.name if creator else \"Unknown\"\n783:            user_prompt = f\"<creator>{creator_name}</creator>\\n<moments>\\n{moments_text}\\n</moments>\"\n994:                creator_name = creator_map.get(str(p.creator_id), \"\")\n996:                text = f\"{creator_name} {p.title} {p.topic_category or ''} {tags_joined} {p.summary or ''}\"\n1001:                    \"creator_name\": creator_name,\n1034:                creator_name = video_creator_map.get(str(m.source_video_id), \"\")\n1035:                text = f\"{creator_name} {m.title} {m.summary or ''}\"\n1044:                    \"creator_name\": creator_name,\n"}],"isError":false,"timestamp":1775024526804}}
{"type":"message","id":"5be63bd9","parentId":"7e9eafff","timestamp":"2026-04-01T06:22:06.804Z","message":{"role":"toolResult","toolCallId":"toolu_015RtmyALSvjMeNPnafrt6dL","toolName":"bash","content":[{"type":"text","text":"171:                    \"creator_name\": page.get(\"creator_name\", \"\"),\n220:                    \"creator_name\": moment.get(\"creator_name\", \"\"),\n"}],"isError":false,"timestamp":1775024526804}}
{"type":"message","id":"4dff5a60","parentId":"5be63bd9","timestamp":"2026-04-01T06:22:06.804Z","message":{"role":"toolResult","toolCallId":"toolu_01CMSJjCL7HDziAgovg2XxPV","toolName":"bash","content":[{"type":"text","text":"583:@router.post(\"/admin/pipeline/reindex-all\")\n584:async def reindex_all(\n614:            logger.warning(\"Failed to dispatch reindex for video_id=%s: %s\", vid, exc)\n"}],"isError":false,"timestamp":1775024526804}}
{"type":"message","id":"f5c4ee0c","parentId":"4dff5a60","timestamp":"2026-04-01T06:22:06.808Z","message":{"role":"toolResult","toolCallId":"toolu_01Hfrp5JbWgSNEsL9DxeUiDF","toolName":"bash","content":[{"type":"text","text":"frontend/src/pages/SearchResults.tsx:25:  const [partialMatches, setPartialMatches] = useState<SearchResultItem[]>([]);\nfrontend/src/pages/SearchResults.tsx:32:      setPartialMatches([]);\nfrontend/src/pages/SearchResults.tsx:41:      setPartialMatches(res.partial_matches ?? []);\nfrontend/src/pages/SearchResults.tsx:45:      setPartialMatches([]);\nfrontend/src/pages/SearchResults.tsx:77:      {!loading && !error && q && results.length === 0 && partialMatches.length > 0 && (\nfrontend/src/pages/SearchResults.tsx:82:          <PartialMatchResults items={partialMatches} />\nfrontend/src/pages/SearchResults.tsx:87:      {!loading && !error && q && results.length === 0 && partialMatches.length === 0 && (\nfrontend/src/pages/SearchResults.tsx:173:function PartialMatchResults({ items }: { items: SearchResultItem[] }) {\nfrontend/src/api/public-client.ts:25:  partial_matches: SearchResultItem[];\n"}],"isError":false,"timestamp":1775024526807}}
{"type":"message","id":"4a962299","parentId":"f5c4ee0c","timestamp":"2026-04-01T06:22:12.340Z","message":{"role":"assistant","content":[{"type":"text","text":"All code is structurally sound. The multi-token AND logic, partial_matches, enriched embeddings, reindex endpoint, and frontend fallback UI are all wired through. Let me also verify the frontend builds cleanly."},{"type":"toolCall","id":"toolu_01SjRnjDbZTRDiPUq8AUYfoy","name":"async_bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator/frontend && npx tsc --noEmit 2>&1","timeout":30}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":150,"cacheRead":69523,"cacheWrite":1083,"totalTokens":70757,"cost":{"input":0.000005,"output":0.0037500000000000003,"cacheRead":0.0347615,"cacheWrite":0.0067687500000000005,"total":0.04528525}},"stopReason":"toolUse","timestamp":1775024526807}}
{"type":"message","id":"6e249604","parentId":"4a962299","timestamp":"2026-04-01T06:22:12.352Z","message":{"role":"toolResult","toolCallId":"toolu_01SjRnjDbZTRDiPUq8AUYfoy","toolName":"async_bash","content":[{"type":"text","text":"Background job started: **bg_a6b43052**\nCommand: `cd /home/aux/projects/content-to-kb-automator/frontend &&...`\n\nUse `await_job` to get results when ready, or `cancel_job` to stop."}],"isError":false,"timestamp":1775024532350}}
{"type":"message","id":"4c125d2f","parentId":"6e249604","timestamp":"2026-04-01T06:22:16.013Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01V4LJRrggH9a6VfvYZpgrfz","name":"await_job","arguments":{"jobs":["bg_a6b43052"],"timeout":30}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":78,"cacheRead":70606,"cacheWrite":221,"totalTokens":70906,"cost":{"input":0.000005,"output":0.0019500000000000001,"cacheRead":0.035303,"cacheWrite":0.00138125,"total":0.03863925}},"stopReason":"toolUse","timestamp":1775024532350}}
{"type":"message","id":"e8aaba69","parentId":"4c125d2f","timestamp":"2026-04-01T06:22:16.017Z","message":{"role":"toolResult","toolCallId":"toolu_01V4LJRrggH9a6VfvYZpgrfz","toolName":"await_job","content":[{"type":"text","text":"### bg_a6b43052 — cd /home/aux/projects/content-to-kb-automator/frontend &&... (completed, 3.7s)\n\n(no output)"}],"isError":false,"timestamp":1775024536014}}
{"type":"message","id":"8aebbfb9","parentId":"e8aaba69","timestamp":"2026-04-01T06:22:21.085Z","message":{"role":"assistant","content":[{"type":"text","text":"TypeScript clean. Now let me check the existing decisions to avoid duplicating."},{"type":"toolCall","id":"toolu_016pqeECTDXWmpLKjhpXw3xA","name":"bash","arguments":{"command":"grep -c '^## D' .gsd/DECISIONS.md 2>/dev/null; grep 'partial_matches\\|multi-token\\|reindex' .gsd/DECISIONS.md 2>/dev/null | head -5","timeout":5}},{"type":"toolCall","id":"toolu_01C11a3WFC8vM2xpKXFXMdKr","name":"read","arguments":{"limit":30,"path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":199,"cacheRead":70606,"cacheWrite":354,"totalTokens":71160,"cost":{"input":0.000005,"output":0.004975,"cacheRead":0.035303,"cacheWrite":0.0022125,"total":0.0424955}},"stopReason":"toolUse","timestamp":1775024536015}}
{"type":"message","id":"73e80c34","parentId":"8aebbfb9","timestamp":"2026-04-01T06:22:21.101Z","message":{"role":"toolResult","toolCallId":"toolu_016pqeECTDXWmpLKjhpXw3xA","toolName":"bash","content":[{"type":"text","text":"0\n"}],"isError":false,"timestamp":1775024541101}}
{"type":"message","id":"b389308f","parentId":"73e80c34","timestamp":"2026-04-01T06:22:21.107Z","message":{"role":"toolResult","toolCallId":"toolu_01C11a3WFC8vM2xpKXFXMdKr","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\nEleven 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\n[39 more lines in file. Use offset=31 to continue.]"}],"isError":false,"timestamp":1775024541101}}
{"type":"message","id":"b15ceed7","parentId":"b389308f","timestamp":"2026-04-01T06:22:34.448Z","message":{"role":"assistant","content":[{"type":"text","text":"I have what I need. Let me record the key decisions from T01 and T02, then complete the slice."},{"type":"toolCall","id":"toolu_01AB4ZXCjDEZhTDU48n7mzyx","name":"gsd_save_decision","arguments":{"choice":"Tokenize query by whitespace, build per-token OR across all fields, AND all token conditions. Partial_matches fallback on zero AND results for multi-token queries only.","decision":"Multi-token search AND logic architecture","made_by":"agent","rationale":"Enables cross-field composite queries (e.g. 'keota snare' matches creator name + title). Partial matches provide graceful degradation without polluting single-token results. keyword_search returns dict with items + partial_matches instead of flat list.","scope":"architecture","when_context":"M012/S01"}},{"type":"toolCall","id":"toolu_01CzAKHvNq1kVzBHKFwhm4Tq","name":"gsd_save_decision","arguments":{"choice":"Prepend creator_name and join topic_tags into embedding text for technique pages and key moments. Batch-resolve creator names at stage 6 start.","decision":"Qdrant embedding text enrichment strategy","made_by":"agent","rationale":"Semantic search now surfaces results for creator-name queries and tag-specific queries. Batch resolution avoids N+1 lookups during embedding. Reindex-all endpoint enables one-shot re-embedding after text composition changes.","scope":"architecture","when_context":"M012/S01"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":494,"cacheRead":70960,"cacheWrite":1250,"totalTokens":72705,"cost":{"input":0.000005,"output":0.01235,"cacheRead":0.03548,"cacheWrite":0.0078125,"total":0.055647499999999996}},"stopReason":"toolUse","timestamp":1775024541102}}
{"type":"message","id":"21c44cff","parentId":"b15ceed7","timestamp":"2026-04-01T06:22:34.455Z","message":{"role":"toolResult","toolCallId":"toolu_01AB4ZXCjDEZhTDU48n7mzyx","toolName":"gsd_save_decision","content":[{"type":"text","text":"Saved decision D023"}],"details":{"operation":"save_decision","id":"D023"},"isError":false,"timestamp":1775024554455}}
{"type":"message","id":"ee4799e9","parentId":"21c44cff","timestamp":"2026-04-01T06:22:34.459Z","message":{"role":"toolResult","toolCallId":"toolu_01CzAKHvNq1kVzBHKFwhm4Tq","toolName":"gsd_save_decision","content":[{"type":"text","text":"Saved decision D023"}],"details":{"operation":"save_decision","id":"D023"},"isError":false,"timestamp":1775024554457}}
{"type":"message","id":"435bcba8","parentId":"ee4799e9","timestamp":"2026-04-01T06:23:31.584Z","message":{"role":"assistant","content":[{"type":"text","text":"Now complete the slice."},{"type":"toolCall","id":"toolu_01At9xYsX7kp4UefDTV8pZMZ","name":"gsd_slice_complete","arguments":{"affects":["S02"],"deviations":"T02 added creator_name to technique_page Qdrant payload (plan only mentioned key_moment) — strictly additive. T01 used integration tests against PostgreSQL instead of curl against running API since deployed containers don't yet have the new code.","drillDownPaths":[".gsd/milestones/M012/slices/S01/tasks/T01-SUMMARY.md",".gsd/milestones/M012/slices/S01/tasks/T02-SUMMARY.md",".gsd/milestones/M012/slices/S01/tasks/T03-SUMMARY.md"],"filesModified":[{"description":"Rewrote keyword_search to multi-token AND with cross-field matching, added _keyword_partial_matches fallback","path":"backend/search_service.py"},{"description":"Added partial_matches field to SearchResponse","path":"backend/schemas.py"},{"description":"Thread partial_matches through to SearchResponse construction","path":"backend/routers/search.py"},{"description":"Enriched stage 6 embedding text with creator_name and topic_tags, batch creator resolution","path":"backend/pipeline/stages.py"},{"description":"Added creator_name to technique_page and key_moment Qdrant payloads","path":"backend/pipeline/qdrant_client.py"},{"description":"Added POST /admin/pipeline/reindex-all endpoint","path":"backend/routers/pipeline.py"},{"description":"Added partial_matches to SearchResponse type","path":"frontend/src/api/public-client.ts"},{"description":"Added PartialMatchResults component and three-way rendering logic","path":"frontend/src/pages/SearchResults.tsx"},{"description":"Added styles for partial match banner and muted result cards","path":"frontend/src/App.css"},{"description":"Updated 13 existing tests for new return shape, added 6 new tests for multi-token AND logic","path":"backend/tests/test_search.py"}],"followUps":"After deploy: rebuild containers on ub01, run `POST /admin/pipeline/reindex-all` to re-embed all content with creator names and tags. S02 (Sort Controls) depends on this slice.","keyDecisions":["Multi-token AND logic: tokenize by whitespace, per-token OR across fields, AND all tokens (D023)","Qdrant embedding text enriched with creator_name + topic_tags, batch-resolved at stage start (D024)","partial_matches only triggers on multi-token queries with zero AND results","keyword_search returns dict with items + partial_matches instead of flat list","Defensive ?? [] on partial_matches for backward compatibility with old API responses"],"keyFiles":["backend/search_service.py","backend/schemas.py","backend/routers/search.py","backend/pipeline/stages.py","backend/pipeline/qdrant_client.py","backend/routers/pipeline.py","frontend/src/api/public-client.ts","frontend/src/pages/SearchResults.tsx","frontend/src/App.css","backend/tests/test_search.py"],"knownLimitations":"Running deployment on ub01 still serves old code — containers need rebuild+restart after merge to pick up multi-token search. Reindex-all endpoint must be called after deployment to re-embed with enriched text.","milestoneId":"M012","narrative":"Three tasks delivered end-to-end multi-field composite search:\n\n**T01 — Backend multi-token AND logic.** Rewrote `SearchService.keyword_search()` from single-pattern ILIKE to a multi-token AND architecture. Each whitespace-delimited token generates OR conditions across entity fields (title, summary, topic_category, topic_tags via `array_to_string`, creator name via JOIN). All per-token conditions are AND'd so every token must hit at least one field. Added `partial_matches` fallback: when a multi-token query yields zero AND results, individual tokens are queried separately and results scored by coverage (top 5 returned). Extended `SearchResponse` schema with `partial_matches: list[SearchResultItem]`. Router threads partial_matches through to the response. 19 tests pass (13 updated for new return shape + 6 new).\n\n**T02 — Enriched Qdrant embeddings.** Stage 6 embedding text now includes creator name and topic tags: technique pages embed as `'{creator_name} {title} {topic_category} {tags_joined} {summary}'`, key moments as `'{creator_name} {title} {summary}'`. Creator names batch-resolved at stage start to avoid N+1. Both Qdrant payload types now carry `creator_name`. Added `POST /admin/pipeline/reindex-all` endpoint to dispatch stage 6 for all complete videos after embedding text changes.\n\n**T03 — Frontend partial_matches UI.** Added `partial_matches` to the frontend `SearchResponse` type with defensive `?? []` for backward compat. Three-way rendering: exact results → partial match fallback (muted header + grouped results) → empty state. `PartialMatchResults` component groups by type. CSS styling with reduced opacity on partial cards.","observabilitySurfaces":["Search endpoint logs token count, result counts, and whether partial_matches was triggered","Reindex-all endpoint logs dispatch count and per-video failures"],"oneLiner":"Search now tokenizes multi-word queries and AND-matches across all metadata fields (creator, title, tags, category, body), with partial_matches fallback UI when no exact cross-field match exists.","patternsEstablished":["Multi-token AND search: tokenize → per-token OR across fields → AND all tokens → partial_matches fallback on zero results","Batch-resolve related entity names at stage start to avoid N+1 during embedding loops","Reindex-all admin endpoint pattern for re-embedding after text composition changes"],"provides":["Multi-token AND search across all metadata fields","partial_matches fallback for graceful degradation","Enriched Qdrant embeddings with creator names and tags","Reindex-all admin endpoint","SearchResponse schema with partial_matches field"],"requirementsAdvanced":[{"how":"Search now handles multi-token queries with AND logic across all fields, improving relevance for composite queries","id":"R005"},{"how":"Qdrant embeddings enriched with creator_name and topic_tags for better semantic search coverage","id":"R009"},{"how":"Multi-token AND search reduces result noise, helping users find specific techniques faster","id":"R015"}],"requirementsInvalidated":[],"requirementsSurfaced":[],"requirementsValidated":[],"requires":[],"sliceId":"S01","sliceTitle":"Multi-Field Composite Search","uatContent":"## UAT: Multi-Field Composite Search\n\n### Preconditions\n- Chrysopedia containers rebuilt and running on ub01 with M012/S01 code\n- `POST /admin/pipeline/reindex-all` executed to re-embed with enriched text\n- At least 2 creators with technique pages exist in the database\n\n### Test Cases\n\n#### TC1: Multi-token AND — both tokens match across different fields\n1. Open `http://ub01:8096`\n2. Type a query combining a known creator name + a known technique topic (e.g., \"keota snare\" if Keota has snare-related content)\n3. Press Enter or wait for search\n4. **Expected:** Results shown where creator matches \"keota\" AND content matches \"snare\". No results that match only one token.\n\n#### TC2: Multi-token AND — single-field match\n1. Search for two words that both appear in a single technique title (e.g., \"bass design\")\n2. **Expected:** Results where title/summary contains both \"bass\" AND \"design\". Result count ≤ count for either word alone.\n\n#### TC3: Partial matches fallback\n1. Search for a two-word query where one word is nonsensical (e.g., \"xyznonexistent snare\")\n2. **Expected:** Banner: \"No exact matches for all terms\". Below: \"Results matching some of your terms:\" showing results for \"snare\" only, with muted styling.\n\n#### TC4: Single token — no partial matches section\n1. Search for a single common word (e.g., \"reverb\")\n2. **Expected:** Normal results list. No partial matches section shown (partial_matches only triggers on multi-token zero-AND queries).\n\n#### TC5: Both empty — empty state\n1. Search for \"xyznonexistent abcfake\"\n2. **Expected:** \"No results found\" empty state. No partial matches section (neither token matches anything).\n\n#### TC6: Creator name in search\n1. Search for a known creator name only (e.g., \"keota\")\n2. **Expected:** Results include that creator's technique pages and key moments. Creator field matching works for both keyword and semantic paths.\n\n#### TC7: Tag-based search\n1. Search for a known topic tag (e.g., \"sound design\")\n2. **Expected:** Results include technique pages tagged with that topic. `array_to_string` matching works for `topic_tags` field.\n\n#### TC8: Semantic search enrichment\n1. Search for a creator name that wouldn't appear in technique titles (only in creator metadata)\n2. **Expected:** Semantic search (Qdrant) returns results because embedding text now includes creator_name.\n\n#### TC9: Reindex-all endpoint\n1. `curl -X POST http://ub01:8096/api/v1/admin/pipeline/reindex-all`\n2. **Expected:** 200 response with count of videos dispatched. Worker logs show stage 6 tasks queued.\n\n#### TC10: API response shape\n1. `curl 'http://ub01:8096/api/v1/search?q=test'`\n2. **Expected:** JSON includes `\"partial_matches\": []` field (empty array when results exist). Shape: `{items, total, query, fallback_used, partial_matches}`.","verification":"All backend source files pass AST syntax validation. 19 search tests pass including 6 new tests for multi-token AND, cross-field matching, partial_matches, topic_tags matching, and creator genres. Frontend TypeScript compilation clean (`npx tsc --noEmit`). Vite production build succeeds (52 modules). All containers healthy on ub01 (API, worker, web, watcher, qdrant, db, redis, ollama)."}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":2851,"cacheRead":72210,"cacheWrite":573,"totalTokens":75635,"cost":{"input":0.000005,"output":0.071275,"cacheRead":0.036105,"cacheWrite":0.0035812500000000002,"total":0.11096625}},"stopReason":"toolUse","timestamp":1775024554457}}
{"type":"message","id":"b9b371bc","parentId":"435bcba8","timestamp":"2026-04-01T06:23:31.620Z","message":{"role":"toolResult","toolCallId":"toolu_01At9xYsX7kp4UefDTV8pZMZ","toolName":"gsd_slice_complete","content":[{"type":"text","text":"Completed slice S01 (M012)"}],"details":{"operation":"complete_slice","sliceId":"S01","milestoneId":"M012","summaryPath":"/home/aux/projects/content-to-kb-automator/.gsd/milestones/M012/slices/S01/S01-SUMMARY.md","uatPath":"/home/aux/projects/content-to-kb-automator/.gsd/milestones/M012/slices/S01/S01-UAT.md"},"isError":false,"timestamp":1775024611619}}
{"type":"message","id":"6563e51d","parentId":"b9b371bc","timestamp":"2026-04-01T06:23:36.709Z","message":{"role":"assistant","content":[{"type":"text","text":"Now update PROJECT.md with the new capability."},{"type":"toolCall","id":"toolu_01SPC7RB7BFaHGoyfe8hVSe5","name":"read","arguments":{"offset":31,"path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":85,"cacheRead":72783,"cacheWrite":2884,"totalTokens":75753,"cost":{"input":0.000005,"output":0.002125,"cacheRead":0.0363915,"cacheWrite":0.018025,"total":0.0565465}},"stopReason":"toolUse","timestamp":1775024611619}}
{"type":"message","id":"deef2fd3","parentId":"6563e51d","timestamp":"2026-04-01T06:23:36.714Z","message":{"role":"toolResult","toolCallId":"toolu_01SPC7RB7BFaHGoyfe8hVSe5","toolName":"read","content":[{"type":"text","text":"- **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\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"}],"isError":false,"timestamp":1775024616712}}
{"type":"message","id":"0dc16823","parentId":"deef2fd3","timestamp":"2026-04-01T06:23:41.904Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01FHbdtsW8LWNPvxdMnKQT5c","name":"edit","arguments":{"newText":"- **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.","oldText":"- **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.","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":270,"cacheRead":75667,"cacheWrite":1126,"totalTokens":77064,"cost":{"input":0.000005,"output":0.00675,"cacheRead":0.0378335,"cacheWrite":0.0070375,"total":0.051626}},"stopReason":"toolUse","timestamp":1775024616713}}
{"type":"message","id":"aea50845","parentId":"0dc16823","timestamp":"2026-04-01T06:23:41.913Z","message":{"role":"toolResult","toolCallId":"toolu_01FHbdtsW8LWNPvxdMnKQT5c","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":" 42 - **Creator stats pills** — Creator detail page topic stats rendered as colored pill badges matching category colors.\n 43 - **Tag overflow** — Shared TagList component caps visible tags at 4 with \"+N more\" overflow pill. Applied across all 5 tag-rendering sites.\n 44 - **Empty subtopic handling** — Subtopics with 0 techniques show \"Coming soon\" badge instead of dead-end links.\n 45 - **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+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 \n 48 ### Stack\n 49 \n 50 - **Backend:** FastAPI + Celery + SQLAlchemy (async) + PostgreSQL + Redis + Qdrant","firstChangedLine":46},"isError":false,"timestamp":1775024621910}}
{"type":"message","id":"f1c37db9","parentId":"aea50845","timestamp":"2026-04-01T06:23:45.742Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_0174Yd9TrTgt4Wx9ojtaZdt3","name":"edit","arguments":{"newText":"| M011 | Interaction Polish, Navigation & Accessibility | ✅ Complete |\n| M012 | Search & Sort Improvements | 🔄 In Progress |","oldText":"| M011 | Interaction Polish, Navigation & Accessibility | ✅ Complete |","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":151,"cacheRead":76793,"cacheWrite":293,"totalTokens":77238,"cost":{"input":0.000005,"output":0.003775,"cacheRead":0.0383965,"cacheWrite":0.0018312500000000002,"total":0.04400775}},"stopReason":"toolUse","timestamp":1775024621911}}
{"type":"message","id":"a06fe607","parentId":"f1c37db9","timestamp":"2026-04-01T06:23:45.749Z","message":{"role":"toolResult","toolCallId":"toolu_0174Yd9TrTgt4Wx9ojtaZdt3","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":" 66 | M008 | Credibility Debt Cleanup — Broken Links, Test Data, Jargon, Empty Metrics | ✅ Complete |\n 67 | M009 | Homepage & First Impression | ✅ Complete |\n 68 | M010 | Discovery, Navigation & Visual Identity | ✅ Complete |\n 69 | M011 | Interaction Polish, Navigation & Accessibility | ✅ Complete |\n+70 | M012 | Search & Sort Improvements | 🔄 In Progress |","firstChangedLine":70},"isError":false,"timestamp":1775024625747}}
{"type":"message","id":"998a6e64","parentId":"a06fe607","timestamp":"2026-04-01T06:23:48.576Z","message":{"role":"assistant","content":[{"type":"text","text":"Slice S01 complete."}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":10,"cacheRead":76793,"cacheWrite":467,"totalTokens":77271,"cost":{"input":0.000005,"output":0.00025,"cacheRead":0.0383965,"cacheWrite":0.0029187500000000003,"total":0.041570249999999996}},"stopReason":"stop","timestamp":1775024625748}}
{"type":"custom_message","customType":"async_job_result","content":"**Background job done: bg_a6b43052** (cd /home/aux/projects/content-to-kb-automator/frontend &&..., 0.3s)\n\n(no output)","display":true,"id":"2783d901","parentId":"998a6e64","timestamp":"2026-04-01T06:23:48.580Z"}
{"type":"message","id":"c8473be5","parentId":"2783d901","timestamp":"2026-04-01T06:23:51.897Z","message":{"role":"assistant","content":[{"type":"text","text":"Already handled — that was the TypeScript compilation check that completed earlier. No action needed."}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":3,"output":21,"cacheRead":77086,"cacheWrite":231,"totalTokens":77341,"cost":{"input":0.000015000000000000002,"output":0.0005250000000000001,"cacheRead":0.038543,"cacheWrite":0.0014437500000000002,"total":0.04052675}},"stopReason":"stop","timestamp":1775024628577}}
