{"type":"thinking_level_change","id":"5d27713a","parentId":null,"timestamp":"2026-04-01T06:37:01.380Z","thinkingLevel":"medium"}
{"type":"model_change","id":"9a271363","parentId":"5d27713a","timestamp":"2026-04-01T06:37:01.381Z","provider":"anthropic","modelId":"claude-opus-4-6"}
{"type":"custom_message","customType":"gsd-auto","content":"You are executing GSD auto-mode.\n\n## Working Directory\n\nYour working directory is `/home/aux/projects/content-to-kb-automator`. All file reads, writes, and shell commands MUST operate relative to this directory. Do NOT `cd` to any other directory.\n\n## Requirements Advanced\n\n- R005 — Search now handles multi-token queries with AND logic across all fields, improving relevance for composite queries\n- R009 — Qdrant embeddings enriched with creator_name and topic_tags for better semantic search coverage\n- R015 — Multi-token AND search reduces result noise, helping users find specific techniques faster\n\n## Requirements Validated\n\nNone.\n\n## Requirements Invalidated or Re-scoped\n\nNone.\n\n## Requirements Advanced\n\nNone.\n\n## Requirements Validated\n\nNone.\n\n## Requirements Invalidated or Re-scoped\n\nNone.\n\n## UNIT: Complete Milestone M012 (\"M012\")\n\n## Your Role in the Pipeline\n\nAll slices are done. You are closing out the milestone — verifying that the assembled work actually delivers the promised outcome, writing the milestone summary, and updating project state. The milestone summary is the final record. After you finish, the system merges the worktree back to the integration branch. If there are queued milestones, the next one starts its own research → plan → execute cycle from a clean slate — the milestone summary is how it learns what was already built.\n\nAll relevant context has been preloaded below — the roadmap, all slice summaries, requirements, decisions, and project context are inlined. Start working immediately without re-reading these files.\n\n## Inlined Context (preloaded — do not re-read these files)\n\n### Milestone Roadmap\nSource: `.gsd/milestones/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### S01 Summary\nSource: `.gsd/milestones/M012/slices/S01/S01-SUMMARY.md`\n\n---\nid: S01\nparent: M012\nmilestone: M012\nprovides:\n  - Multi-token AND search across all metadata fields\n  - partial_matches fallback for graceful degradation\n  - Enriched Qdrant embeddings with creator names and tags\n  - Reindex-all admin endpoint\n  - SearchResponse schema with partial_matches field\nrequires:\n  []\naffects:\n  - S02\nkey_files:\n  - backend/search_service.py\n  - backend/schemas.py\n  - backend/routers/search.py\n  - backend/pipeline/stages.py\n  - backend/pipeline/qdrant_client.py\n  - backend/routers/pipeline.py\n  - frontend/src/api/public-client.ts\n  - frontend/src/pages/SearchResults.tsx\n  - frontend/src/App.css\n  - backend/tests/test_search.py\nkey_decisions:\n  - Multi-token AND logic: tokenize by whitespace, per-token OR across fields, AND all tokens (D023)\n  - Qdrant embedding text enriched with creator_name + topic_tags, batch-resolved at stage start (D024)\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\n  - Defensive ?? [] on partial_matches for backward compatibility with old API responses\npatterns_established:\n  - Multi-token AND search: tokenize → per-token OR across fields → AND all tokens → partial_matches fallback on zero results\n  - Batch-resolve related entity names at stage start to avoid N+1 during embedding loops\n  - Reindex-all admin endpoint pattern for re-embedding after text composition changes\nobservability_surfaces:\n  - Search endpoint logs token count, result counts, and whether partial_matches was triggered\n  - Reindex-all endpoint logs dispatch count and per-video failures\ndrill_down_paths:\n  - .gsd/milestones/M012/slices/S01/tasks/T01-SUMMARY.md\n  - .gsd/milestones/M012/slices/S01/tasks/T02-SUMMARY.md\n  - .gsd/milestones/M012/slices/S01/tasks/T03-SUMMARY.md\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-01T06:23:31.587Z\nblocker_discovered: false\n---\n\n# S01: Multi-Field Composite Search\n\n**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.**\n\n## What Happened\n\nThree 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.\n\n## Verification\n\nAll 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).\n\n## New Requirements Surfaced\n\nNone.\n\n## Deviations\n\nT02 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.\n\n## Known Limitations\n\nRunning 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.\n\n## Follow-ups\n\nAfter 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.\n\n## Files Created/Modified\n\n- `backend/search_service.py` — Rewrote keyword_search to multi-token AND with cross-field matching, added _keyword_partial_matches fallback\n- `backend/schemas.py` — Added partial_matches field to SearchResponse\n- `backend/routers/search.py` — Thread partial_matches through to SearchResponse construction\n- `backend/pipeline/stages.py` — Enriched stage 6 embedding text with creator_name and topic_tags, batch creator resolution\n- `backend/pipeline/qdrant_client.py` — Added creator_name to technique_page and key_moment Qdrant payloads\n- `backend/routers/pipeline.py` — Added POST /admin/pipeline/reindex-all endpoint\n- `frontend/src/api/public-client.ts` — Added partial_matches to SearchResponse type\n- `frontend/src/pages/SearchResults.tsx` — Added PartialMatchResults component and three-way rendering logic\n- `frontend/src/App.css` — Added styles for partial match banner and muted result cards\n- `backend/tests/test_search.py` — Updated 13 existing tests for new return shape, added 6 new tests for multi-token AND logic\n\n---\n\n### S02 Summary\nSource: `.gsd/milestones/M012/slices/S02/S02-SUMMARY.md`\n\n---\nid: S02\nparent: M012\nmilestone: M012\nprovides:\n  - Sort query param on search, subtopic, topic, and techniques endpoints\n  - SortDropdown component and useSortPreference hook for reuse\nrequires:\n  - slice: S01\n    provides: Multi-field composite search endpoints\naffects:\n  []\nkey_files:\n  - backend/routers/search.py\n  - backend/routers/topics.py\n  - backend/routers/techniques.py\n  - backend/search_service.py\n  - frontend/src/components/SortDropdown.tsx\n  - frontend/src/hooks/useSortPreference.ts\n  - frontend/src/pages/SearchResults.tsx\n  - frontend/src/pages/SubTopicPage.tsx\n  - frontend/src/pages/CreatorDetail.tsx\n  - frontend/src/api/public-client.ts\n  - frontend/src/App.css\nkey_decisions:\n  - Sort applied in Python for search results (mixed Qdrant + keyword sources), SQL ORDER BY for single-source endpoints\n  - Shared sessionStorage key across all pages for unified sort preference\n  - Page-specific option lists with context-appropriate defaults (relevance for search, alpha for subtopic, newest for creator)\npatterns_established:\n  - Reusable SortDropdown + useSortPreference hook pattern for adding sort controls to any list page\n  - sessionStorage for session-scoped UI preferences that don't need server persistence\nobservability_surfaces:\n  - none\ndrill_down_paths:\n  - .gsd/milestones/M012/slices/S02/tasks/T01-SUMMARY.md\n  - .gsd/milestones/M012/slices/S02/tasks/T02-SUMMARY.md\nduration: \"\"\nverification_result: passed\ncompleted_at: 2026-04-01T06:35:19.120Z\nblocker_discovered: false\n---\n\n# S02: Sort Controls on All List Views\n\n**Added sort dropdown to SearchResults, SubTopicPage, and CreatorDetail with backend sort params and session-persistent preference via sessionStorage.**\n\n## What Happened\n\nTwo tasks delivered the full sort stack. T01 added a `sort` query parameter to four backend endpoints — search, subtopic, category topics, and techniques — supporting relevance/newest/oldest/alpha/creator options. Search results use Python-level sorting (mixed Qdrant + keyword sources), while single-source endpoints use SQL ORDER BY. Creator sort joins the Creator table. T02 built a reusable SortDropdown component and useSortPreference hook backed by sessionStorage. Integrated into three pages with context-appropriate option lists and defaults (relevance for search, alpha for subtopic, newest for creator). The sort param flows through public-client.ts to the API. Changing sort resets pagination. Deployed to ub01 and verified end-to-end: alphabetical sort on search returns A-Z titles, oldest sort on subtopic returns ascending dates, preference persists across navigation.\n\n## Verification\n\nBackend: curl verified search?sort=alpha returns alphabetically ordered titles, topics/sound-design/bass?sort=oldest returns ascending created_at dates, techniques?sort=creator returns creator-grouped results. Frontend: TypeScript compilation clean (npx tsc --noEmit), Vite build successful. Browser verification on ub01:8096 confirmed all three pages show sort dropdown, sort changes update results, sessionStorage persists preference across navigation.\n\n## New Requirements Surfaced\n\nNone.\n\n## Deviations\n\nT01 added sort param to the category-level topic endpoint (get_topic_techniques) beyond the original plan, for frontend consistency.\n\n## Known Limitations\n\nNone.\n\n## Follow-ups\n\nNone.\n\n## Files Created/Modified\n\n- `backend/routers/search.py` — Added sort query param, passed to SearchService\n- `backend/routers/topics.py` — Added sort param to subtopic and category topic endpoints with SQL ORDER BY\n- `backend/routers/techniques.py` — Extended sort options with oldest/alpha/creator\n- `backend/search_service.py` — Added _apply_sort for Python-level sorting of enriched results, added created_at to result dicts\n- `frontend/src/components/SortDropdown.tsx` — New reusable sort dropdown component\n- `frontend/src/hooks/useSortPreference.ts` — New hook for sessionStorage-backed sort preference\n- `frontend/src/pages/SearchResults.tsx` — Integrated SortDropdown with search-specific options\n- `frontend/src/pages/SubTopicPage.tsx` — Integrated SortDropdown with subtopic-specific options\n- `frontend/src/pages/CreatorDetail.tsx` — Integrated SortDropdown with creator-specific options\n- `frontend/src/api/public-client.ts` — Added sort param to searchApi and fetchSubTopicTechniques\n- `frontend/src/App.css` — Dark-theme styles for sort dropdown with custom chevron and focus ring\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### Decisions\nSource: `.gsd/DECISIONS.md`\n\n# Decisions (compact)\nFields: id | when | scope | decision | choice | rationale | revisable | made_by\n\nD023 | M012/S01 | architecture | Qdrant embedding text enrichment strategy | Prepend creator_name and join topic_tags into embedding text for technique pages and key moments. Batch-resolve creator names at stage 6 start. | 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. | Yes | agent\n\n---\n\n### Project\nSource: `.gsd/PROJECT.md`\n\n# 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[...truncated 13 sections]\n\nThen:\n1. Use the **Milestone Summary** output template from the inlined context above\n2. \n3. **Verify code changes exist.** Run `git diff --stat HEAD $(git merge-base HEAD main) -- ':!.gsd/'` (or the equivalent for the integration branch). If no non-`.gsd/` files appear in the diff, the milestone produced only planning artifacts and no actual code. Record this as a **verification failure**.\n4. Verify each **success criterion** from the milestone definition in `.gsd/milestones/M012/M012-ROADMAP.md`. For each criterion, confirm it was met with specific evidence from slice summaries, test results, or observable behavior. Record any criterion that was NOT met as a **verification failure**.\n5. Verify the milestone's **definition of done** — all slices are `[x]`, all slice summaries exist, and any cross-slice integration points work correctly. Record any unmet items as a **verification failure**.\n6. If the roadmap includes a **Horizontal Checklist**, verify each item was addressed during the milestone. Note unchecked items in the milestone summary.\n7. Fill the **Decision Re-evaluation** table in the milestone summary. For each key decision from `.gsd/DECISIONS.md` made during this milestone, evaluate whether it is still valid given what was actually built. Flag decisions that should be revisited next milestone.\n8. Validate **requirement status transitions**. For each requirement that changed status during this milestone, confirm the transition is supported by evidence. Requirements can move between Active, Validated, Deferred, Blocked, or Out of Scope — but only with proof.\n\n### Verification Gate — STOP if verification failed\n\n**If ANY verification failure was recorded in steps 3, 4, or 5, you MUST follow the failure path below. Do NOT proceed to step 9.**\n\n**Failure path** (verification failed):\n- Do NOT call `gsd_complete_milestone` — the milestone must not be marked as complete.\n- Do NOT update `.gsd/PROJECT.md` to reflect completion.\n- Do NOT update `.gsd/REQUIREMENTS.md` to mark requirements as validated.\n- Write a clear summary of what failed and why to help the next attempt.\n- Say: \"Milestone M012 verification FAILED — not complete.\" and stop.\n\n**Success path** (all verifications passed — continue with steps 9–13):\n\n9. **Persist completion through `gsd_complete_milestone`.** Call it with the parameters below. The tool updates the milestone status in the DB, renders `/home/aux/projects/content-to-kb-automator/.gsd/milestones/M012/M012-SUMMARY.md`, and validates all slices are complete before proceeding.\n\n   **Required parameters:**\n   - `milestoneId` (string) — Milestone ID (e.g. M001)\n   - `title` (string) — Milestone title\n   - `oneLiner` (string) — One-sentence summary of what the milestone achieved\n   - `narrative` (string) — Detailed narrative of what happened during the milestone\n   - `successCriteriaResults` (string) — Markdown detailing how each success criterion was met or not met\n   - `definitionOfDoneResults` (string) — Markdown detailing how each definition-of-done item was met\n   - `requirementOutcomes` (string) — Markdown detailing requirement status transitions with evidence\n   - `keyDecisions` (array of strings) — Key architectural/pattern decisions made during the milestone\n   - `keyFiles` (array of strings) — Key files created or modified during the milestone\n   - `lessonsLearned` (array of strings) — Lessons learned during the milestone\n   - `verificationPassed` (boolean) — Must be `true` — confirms that code change verification, success criteria, and definition of done checks all passed before completion\n\n   **Optional parameters:**\n   - `followUps` (string) — Follow-up items for future milestones\n   - `deviations` (string) — Deviations from the original plan\n10. For each requirement whose status changed in step 8, call `gsd_requirement_update` with the requirement ID and updated `status` and `validation` fields — the tool regenerates `.gsd/REQUIREMENTS.md` automatically.\n11. Update `.gsd/PROJECT.md` to reflect milestone completion and current project state.\n12. Review all slice summaries for cross-cutting lessons, patterns, or gotchas that emerged during this milestone. Append any non-obvious, reusable insights to `.gsd/KNOWLEDGE.md`.\n13. Do not commit manually — the system auto-commits your changes after this unit completes.\n- Say: \"Milestone M012 complete.\"\n\n**Important:** Do NOT skip the code change verification, success criteria, or definition of done verification (steps 3-5). The milestone summary must reflect actual verified outcomes, not assumed success. Verification failures BLOCK completion — there is no override. The milestone stays in its current state until issues are resolved and verification is re-run.\n\n**File system safety:** When scanning milestone directories for evidence, use `ls` or `find` to list directory contents first — never pass a directory path (e.g. `tasks/`, `slices/`) directly to the `read` tool. The `read` tool only accepts file paths, not directories.","display":false,"id":"347aa2be","parentId":"9a271363","timestamp":"2026-04-01T06:37:01.382Z"}
{"type":"message","id":"d7cd7c2b","parentId":"347aa2be","timestamp":"2026-04-01T06:37:07.215Z","message":{"role":"assistant","content":[{"type":"thinking","thinking":"Let me work through the milestone completion steps systematically.\n\nStep 3: Verify code changes exist.\nStep 4: Verify success criteria.\nStep 5: Verify definition of done.\n\nLet me start.","thinkingSignature":"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"},{"type":"toolCall","id":"toolu_016TUUKijHi3HxQshHDrgoas","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git diff --stat HEAD $(git merge-base HEAD main) -- ':!.gsd/' 2>/dev/null | tail -20"}},{"type":"toolCall","id":"toolu_01FHUdKGVWLJ2jsAxWoSNdmJ","name":"read","arguments":{"limit":80,"offset":1,"path":".gsd/milestones/M012/M012-ROADMAP.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":3,"output":248,"cacheRead":59329,"cacheWrite":8195,"totalTokens":67775,"cost":{"input":0.000015000000000000002,"output":0.006200000000000001,"cacheRead":0.0296645,"cacheWrite":0.05121875,"total":0.08709825}},"stopReason":"toolUse","timestamp":1775025421381}}
{"type":"message","id":"519625cd","parentId":"d7cd7c2b","timestamp":"2026-04-01T06:37:07.234Z","message":{"role":"toolResult","toolCallId":"toolu_016TUUKijHi3HxQshHDrgoas","toolName":"bash","content":[{"type":"text","text":"(no output)"}],"isError":false,"timestamp":1775025427233}}
{"type":"message","id":"b689f3ab","parentId":"519625cd","timestamp":"2026-04-01T06:37:07.236Z","message":{"role":"toolResult","toolCallId":"toolu_01FHUdKGVWLJ2jsAxWoSNdmJ","toolName":"read","content":[{"type":"text","text":"# 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"}],"isError":false,"timestamp":1775025427233}}
{"type":"message","id":"0144b534","parentId":"b689f3ab","timestamp":"2026-04-01T06:37:12.730Z","message":{"role":"assistant","content":[{"type":"text","text":"No non-`.gsd/` files in the diff. Let me check whether this is a worktree situation — the code changes may be on a different branch."},{"type":"toolCall","id":"toolu_01UrEw4Hp5LdyNeE2Km29Edd","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git log --oneline -10 && echo \"---\" && git branch --show-current && echo \"---\" && git diff --stat HEAD~10 HEAD -- ':!.gsd/' 2>/dev/null | tail -20"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":156,"cacheRead":67524,"cacheWrite":445,"totalTokens":68126,"cost":{"input":0.000005,"output":0.0039000000000000003,"cacheRead":0.033762,"cacheWrite":0.0027812500000000003,"total":0.04044825}},"stopReason":"toolUse","timestamp":1775025427234}}
{"type":"message","id":"060ed555","parentId":"0144b534","timestamp":"2026-04-01T06:37:12.754Z","message":{"role":"toolResult","toolCallId":"toolu_01UrEw4Hp5LdyNeE2Km29Edd","toolName":"bash","content":[{"type":"text","text":"f5858b3 feat: Created SortDropdown component and useSortPreference hook, integr…\n3ea7505 feat: Added sort query parameter (relevance/newest/oldest/alpha/creator…\n0c5442a feat: Added partial_matches fallback UI to search results — shows muted…\n2256b0b feat: Enriched Qdrant embedding text with creator_name/tags and added r…\nd93054d feat: Refactored keyword_search to multi-token AND with cross-field mat…\n9bc253f feat: Add real-time text search filter on pipeline admin page\n11f7ca4 feat: Change global search shortcut from Cmd+K to Ctrl+Shift+F\n44f2fbd feat: Add tooltips to stage timeline dots showing stage name on hover\nc158382 feat: Add context labels to multi-call pipeline stages\nc2db9aa feat: Pipeline runs — per-execution tracking with run-scoped events\n---\nmain\n---\n backend/pipeline/stages.py                     | 187 ++++++++++++++-----\n backend/routers/pipeline.py                    | 173 ++++++++++++++++-\n backend/routers/search.py                      |   4 +-\n backend/routers/techniques.py                  |  10 +\n backend/routers/topics.py                      |  35 +++-\n backend/schemas.py                             |   1 +\n backend/search_service.py                      | 236 +++++++++++++++++++----\n backend/tests/test_search.py                   | 138 +++++++++++++-\n frontend/src/App.css                           | 247 +++++++++++++++++++++++++\n frontend/src/App.tsx                           |   2 +-\n frontend/src/api/public-client.ts              |  40 +++-\n frontend/src/components/SearchAutocomplete.tsx |   8 +-\n frontend/src/components/SortDropdown.tsx       |  42 +++++\n frontend/src/hooks/useSortPreference.ts        |  30 +++\n frontend/src/pages/AdminPipeline.tsx           | 158 +++++++++++++++-\n frontend/src/pages/CreatorDetail.tsx           |  26 ++-\n frontend/src/pages/SearchResults.tsx           |  87 ++++++++-\n frontend/src/pages/SubTopicPage.tsx            |  20 +-\n frontend/tsconfig.app.tsbuildinfo              |   2 +-\n 23 files changed, 1555 insertions(+), 122 deletions(-)\n"}],"isError":false,"timestamp":1775025432753}}
{"type":"message","id":"327ff5e7","parentId":"060ed555","timestamp":"2026-04-01T06:37:17.865Z","message":{"role":"assistant","content":[{"type":"text","text":"Code changes are on `main` — 23 files changed, 1555 insertions. The merge-base comparison was against itself since we're already on main. The diff against HEAD~10 shows substantial code changes across backend and frontend.\n\nNow let me verify the success criteria and definition of done."},{"type":"toolCall","id":"toolu_01UaA5PUDPMpoZ3DTTqYHu6j","name":"read","arguments":{"offset":12,"path":".gsd/milestones/M012/M012-ROADMAP.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":152,"cacheRead":67969,"cacheWrite":812,"totalTokens":68934,"cost":{"input":0.000005,"output":0.0038,"cacheRead":0.0339845,"cacheWrite":0.0050750000000000005,"total":0.04286450000000001}},"stopReason":"toolUse","timestamp":1775025432753}}
{"type":"message","id":"dcf9d5ee","parentId":"327ff5e7","timestamp":"2026-04-01T06:37:17.869Z","message":{"role":"toolResult","toolCallId":"toolu_01UaA5PUDPMpoZ3DTTqYHu6j","toolName":"read","content":[{"type":"text","text":"Offset 12 is beyond end of file (11 lines total)"}],"details":{},"isError":true,"timestamp":1775025437868}}
{"type":"message","id":"6fc7a466","parentId":"dcf9d5ee","timestamp":"2026-04-01T06:37:21.911Z","message":{"role":"assistant","content":[{"type":"text","text":"The roadmap is short — let me check for success criteria, definition of done, and horizontal checklist in the full file."},{"type":"toolCall","id":"toolu_01B7r2XSe3DCFfvBW45u7jK9","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && cat .gsd/milestones/M012/M012-ROADMAP.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":115,"cacheRead":68781,"cacheWrite":187,"totalTokens":69084,"cost":{"input":0.000005,"output":0.002875,"cacheRead":0.0343905,"cacheWrite":0.00116875,"total":0.03843925}},"stopReason":"toolUse","timestamp":1775025437868}}
{"type":"message","id":"a9295cea","parentId":"6fc7a466","timestamp":"2026-04-01T06:37:21.921Z","message":{"role":"toolResult","toolCallId":"toolu_01B7r2XSe3DCFfvBW45u7jK9","toolName":"bash","content":[{"type":"text","text":"# 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"}],"isError":false,"timestamp":1775025441920}}
{"type":"message","id":"6932e1ef","parentId":"a9295cea","timestamp":"2026-04-01T06:37:26.183Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01TAXLoCc537VBx4ja9rgufW","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && ls .gsd/milestones/M012/slices/S01/ .gsd/milestones/M012/slices/S02/ && echo \"---\" && ls .gsd/milestones/M012/slices/S01/tasks/ .gsd/milestones/M012/slices/S02/tasks/"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":148,"cacheRead":68968,"cacheWrite":323,"totalTokens":69440,"cost":{"input":0.000005,"output":0.0037,"cacheRead":0.034484,"cacheWrite":0.00201875,"total":0.04020775}},"stopReason":"toolUse","timestamp":1775025441920}}
{"type":"message","id":"34661c71","parentId":"6932e1ef","timestamp":"2026-04-01T06:37:26.201Z","message":{"role":"toolResult","toolCallId":"toolu_01TAXLoCc537VBx4ja9rgufW","toolName":"bash","content":[{"type":"text","text":".gsd/milestones/M012/slices/S01/:\nS01-PLAN.md\nS01-SUMMARY.md\nS01-UAT.md\ntasks\n\n.gsd/milestones/M012/slices/S02/:\nS02-PLAN.md\nS02-SUMMARY.md\nS02-UAT.md\ntasks\n---\n.gsd/milestones/M012/slices/S01/tasks/:\nT01-PLAN.md\nT01-SUMMARY.md\nT01-VERIFY.json\nT02-PLAN.md\nT02-SUMMARY.md\nT02-VERIFY.json\nT03-PLAN.md\nT03-SUMMARY.md\nT03-VERIFY.json\n\n.gsd/milestones/M012/slices/S02/tasks/:\nT01-PLAN.md\nT01-SUMMARY.md\nT01-VERIFY.json\nT02-PLAN.md\nT02-SUMMARY.md\nT02-VERIFY.json\n"}],"isError":false,"timestamp":1775025446199}}
{"type":"message","id":"58205de2","parentId":"34661c71","timestamp":"2026-04-01T06:38:09.556Z","message":{"role":"assistant","content":[{"type":"text","text":"Verification results:\n\n**Step 3 — Code changes exist:** ✅ 23 files changed, 1555 insertions across backend and frontend (verified via `git diff --stat HEAD~10 HEAD`).\n\n**Step 4 — Success criteria:** The roadmap has a Vision statement and slice \"After this\" demos but no formal success criteria section. I'll verify against the vision and slice demos:\n- \"Multi-token queries across all metadata fields with AND logic\" — ✅ S01 delivered multi-token AND search across creator/title/tags/category/body with 19 tests passing.\n- \"Every list view exposes a visible sort control with session-persisted preference\" — ✅ S02 delivered sort dropdowns on SearchResults, SubTopicPage, and CreatorDetail with sessionStorage persistence.\n\n**Step 5 — Definition of done:** Both slices marked ✅, both have SUMMARY.md and UAT.md, all tasks have SUMMARY.md files. No cross-slice integration issues — S02 correctly depends on S01.\n\n**Step 8 — Requirement status transitions:** R005 (Search) advanced with AND logic. R009 (Qdrant) advanced with enriched embeddings. R015 (30-Second Retrieval) advanced with better search precision. R005 and R009 are already validated. R015 remains active (needs timed user test).\n\nAll verifications pass. Proceeding to completion."},{"type":"toolCall","id":"toolu_014dSNfmpTRBx7DeyA78GAG9","name":"gsd_complete_milestone","arguments":{"definitionOfDoneResults":"- **S01 complete with summary:** ✅ S01-SUMMARY.md, S01-UAT.md, 3 task summaries present.\n- **S02 complete with summary:** ✅ S02-SUMMARY.md, S02-UAT.md, 2 task summaries present.\n- **All slices marked done in roadmap:** ✅ Both S01 and S02 show ✅ in M012-ROADMAP.md.\n- **Cross-slice integration:** ✅ S02 depends on S01 — sort controls work on search results that use the new multi-token AND engine.","deviations":"T02 added creator_name to technique_page Qdrant payload beyond the original plan (only key_moment was specified) — strictly additive. T01 added sort param to the category-level topic endpoint beyond the original plan, for frontend consistency.","followUps":"After deploy: rebuild containers on ub01, run POST /admin/pipeline/reindex-all to re-embed all content with creator names and tags. R015 (30-Second Retrieval) still needs a formal timed user test for validation.","keyDecisions":["D023: Multi-token AND search architecture — tokenize by whitespace, per-token OR across fields, AND all tokens, partial_matches fallback on zero results","D024: Qdrant embedding text enriched with creator_name + topic_tags, batch-resolved at stage start","Sort applied in Python for mixed-source search results, SQL ORDER BY for single-source endpoints","Shared sessionStorage key across all pages for unified sort preference","Page-specific sort option lists with context-appropriate defaults (relevance for search, alpha for subtopic, newest for creator)"],"keyFiles":["backend/search_service.py","backend/schemas.py","backend/routers/search.py","backend/routers/topics.py","backend/routers/techniques.py","backend/pipeline/stages.py","backend/pipeline/qdrant_client.py","backend/routers/pipeline.py","frontend/src/components/SortDropdown.tsx","frontend/src/hooks/useSortPreference.ts","frontend/src/pages/SearchResults.tsx","frontend/src/pages/SubTopicPage.tsx","frontend/src/pages/CreatorDetail.tsx","frontend/src/api/public-client.ts","backend/tests/test_search.py"],"lessonsLearned":["Reusable SortDropdown + useSortPreference hook pattern: sessionStorage for UI preferences that don't need server persistence, page-specific option lists with shared storage key","Batch-resolve related entity names at stage start to avoid N+1 during embedding loops — resolved creator names once for all technique pages/key moments","Reindex-all admin endpoint pattern: when embedding text composition changes, provide a one-shot re-embedding trigger rather than requiring manual per-video reprocessing","Python-level sorting for mixed-source results (Qdrant + keyword) vs SQL ORDER BY for single-source endpoints — choosing sort strategy based on data source homogeneity"],"milestoneId":"M012","narrative":"M012 addressed two high-value UX gaps: search queries with multiple tokens returned irrelevant results (single ILIKE pattern matching), and list views had no user-controllable sort.\n\nS01 (Multi-Field Composite Search) rewrote the keyword search engine from single-pattern ILIKE to a multi-token AND architecture. Each whitespace-delimited token generates OR conditions across all entity fields (title, summary, topic_category, topic_tags, creator name via JOIN). All per-token conditions are AND'd so every token must match at least one field. A partial_matches fallback triggers on multi-token queries with zero AND results — individual tokens are queried separately and top-5 results scored by coverage are returned with a muted UI treatment. Stage 6 embedding text was enriched to include creator_name and topic_tags, with batch resolution at stage start to avoid N+1. A reindex-all admin endpoint enables one-shot re-embedding after text composition changes. 19 backend tests pass including 6 new tests for multi-token AND logic. Frontend handles the new partial_matches field with defensive fallback for backward compatibility.\n\nS02 (Sort Controls) added a sort query parameter to four backend endpoints (search, subtopic, category topics, techniques) supporting relevance/newest/oldest/alpha/creator options. Search results use Python-level sorting (mixed Qdrant + keyword sources), while single-source endpoints use SQL ORDER BY. A reusable SortDropdown component and useSortPreference hook backed by sessionStorage were integrated into SearchResults, SubTopicPage, and CreatorDetail with context-appropriate option lists and defaults. Deployed to ub01 and verified end-to-end.","oneLiner":"Delivered multi-token AND search across all metadata fields with partial_matches fallback, enriched Qdrant embeddings with creator/tag data, and sort controls on all list views with session-persistent preferences.","requirementOutcomes":"- **R005 (Search-First Web UI):** Remains validated. Advanced with multi-token AND logic — composite queries like \"keota snare\" now return targeted results instead of broad single-pattern matches.\n- **R009 (Qdrant Vector Search):** Remains validated. Advanced with enriched embedding text containing creator_name and topic_tags for broader semantic coverage.\n- **R015 (30-Second Retrieval Target):** Remains active. Advanced — multi-token AND search significantly reduces result noise for specific queries, shortening time-to-answer. Still needs formal timed test for validation.","successCriteriaResults":"- **Multi-token queries across all metadata fields with AND logic:** ✅ Met. keyword_search tokenizes by whitespace, generates per-token OR across title/summary/category/tags/creator, AND's all tokens. 19 tests pass including explicit multi-token cross-field scenarios.\n- **Every list view exposes visible sort control with session-persisted preference:** ✅ Met. SortDropdown integrated into SearchResults (relevance/newest/oldest/alpha), SubTopicPage (alpha/newest/oldest), and CreatorDetail (newest/oldest/alpha). sessionStorage persists preference across navigation. Verified on ub01:8096.","title":"Multi-Field Composite Search & Sort Controls","verificationPassed":true}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":2033,"cacheRead":69291,"cacheWrite":409,"totalTokens":71734,"cost":{"input":0.000005,"output":0.050825,"cacheRead":0.034645499999999996,"cacheWrite":0.00255625,"total":0.08803174999999999}},"stopReason":"toolUse","timestamp":1775025446200}}
{"type":"message","id":"0c86bb9b","parentId":"58205de2","timestamp":"2026-04-01T06:38:09.600Z","message":{"role":"toolResult","toolCallId":"toolu_014dSNfmpTRBx7DeyA78GAG9","toolName":"gsd_complete_milestone","content":[{"type":"text","text":"Completed milestone M012. Summary written to /home/aux/projects/content-to-kb-automator/.gsd/milestones/M012/M012-SUMMARY.md"}],"details":{"operation":"complete_milestone","milestoneId":"M012","summaryPath":"/home/aux/projects/content-to-kb-automator/.gsd/milestones/M012/M012-SUMMARY.md"},"isError":false,"timestamp":1775025489598}}
{"type":"message","id":"804f9d4a","parentId":"0c86bb9b","timestamp":"2026-04-01T06:38:15.070Z","message":{"role":"assistant","content":[{"type":"text","text":"Now update requirements and project state."},{"type":"toolCall","id":"toolu_01GAhGYqTF2Su68VQzrAssFt","name":"gsd_requirement_update","arguments":{"id":"R005","notes":"M012/S01: Multi-token AND search across all metadata fields (creator, title, tags, category, body) with partial_matches fallback."}},{"type":"toolCall","id":"toolu_01RKTtgxbkHCrEZDDh83ANcp","name":"gsd_requirement_update","arguments":{"id":"R009","notes":"M012/S01: Qdrant embeddings enriched with creator_name and topic_tags for broader semantic coverage. Reindex-all admin endpoint added."}},{"type":"toolCall","id":"toolu_01C2FAjUf4YgMAtPGKUNnepn","name":"gsd_requirement_update","arguments":{"id":"R015","notes":"M012/S01: Multi-token AND search reduces result noise for composite queries. Still needs formal timed user test."}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":285,"cacheRead":69700,"cacheWrite":2099,"totalTokens":72085,"cost":{"input":0.000005,"output":0.007125,"cacheRead":0.03485,"cacheWrite":0.01311875,"total":0.055098749999999995}},"stopReason":"toolUse","timestamp":1775025489599}}
{"type":"message","id":"ad5046de","parentId":"804f9d4a","timestamp":"2026-04-01T06:38:15.072Z","message":{"role":"toolResult","toolCallId":"toolu_01GAhGYqTF2Su68VQzrAssFt","toolName":"gsd_requirement_update","content":[{"type":"text","text":"Error: Requirement R005 not found."}],"details":{"operation":"update_requirement","id":"R005","error":"not_found"},"isError":false,"timestamp":1775025495072}}
{"type":"message","id":"aef791c2","parentId":"ad5046de","timestamp":"2026-04-01T06:38:15.073Z","message":{"role":"toolResult","toolCallId":"toolu_01RKTtgxbkHCrEZDDh83ANcp","toolName":"gsd_requirement_update","content":[{"type":"text","text":"Error: Requirement R009 not found."}],"details":{"operation":"update_requirement","id":"R009","error":"not_found"},"isError":false,"timestamp":1775025495072}}
{"type":"message","id":"e1d5067f","parentId":"aef791c2","timestamp":"2026-04-01T06:38:15.076Z","message":{"role":"toolResult","toolCallId":"toolu_01C2FAjUf4YgMAtPGKUNnepn","toolName":"gsd_requirement_update","content":[{"type":"text","text":"Error: Requirement R015 not found."}],"details":{"operation":"update_requirement","id":"R015","error":"not_found"},"isError":false,"timestamp":1775025495072}}
{"type":"message","id":"427da92f","parentId":"e1d5067f","timestamp":"2026-04-01T06:38:19.629Z","message":{"role":"assistant","content":[{"type":"text","text":"Requirements aren't in the DB (likely managed as a flat file from earlier milestones). That's fine — the status didn't change, only notes. Now update PROJECT.md."},{"type":"toolCall","id":"toolu_016gePG9nitnQnzpVXuD3RHc","name":"read","arguments":{"path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":96,"cacheRead":71799,"cacheWrite":409,"totalTokens":72305,"cost":{"input":0.000005,"output":0.0024000000000000002,"cacheRead":0.0358995,"cacheWrite":0.00255625,"total":0.04086075}},"stopReason":"toolUse","timestamp":1775025495073}}
{"type":"message","id":"db7c7252","parentId":"427da92f","timestamp":"2026-04-01T06:38:19.634Z","message":{"role":"toolResult","toolCallId":"toolu_016gePG9nitnQnzpVXuD3RHc","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- **Key moment search links fixed** — Search results for key moments link to parent technique page with anchor scroll to the specific moment.\n- **Test data and jargon cleanup** — Removed TestCreator from production data. Removed yellow \"livestream sourced\" jargon banner from search results. Clean footer version info.\n- **Homepage card enrichment** — Technique cards on homepage show topic tag pills and key moment count. Creator detail pages show technique-count-by-topic instead of meaningless '0 views'.\n- **Homepage first impression** — Hero tagline (\"Production Knowledge, Distilled\"), value proposition, 3-step how-it-works grid, \"Start Exploring\" CTA, popular topic quick-links, featured technique spotlight (random), and enriched 2-column recently-added grid with deduplication.\n- **About page** — /about with what/how/who sections (purpose, 5-step extraction pipeline, maintainer links). Footer link added.\n- **Dedicated sub-topic pages** — Clicking a sub-topic on Topics page loads `/topics/:category/:subtopic` with techniques grouped by creator, breadcrumb navigation, and loading/error/empty states.\n- **Related techniques cross-linking** — Every technique page shows up to 4 related techniques scored by creator overlap, topic match, and shared tags. Curated links take priority; dynamic results fill remaining slots.\n- **Topic color coding & page transitions** — Per-category accent colors on sub-topic pages and search results. CSS-only fade-in page enter animation on all 7 public pages.\n- **Search autocomplete** — Shared SearchAutocomplete component with popular suggestions on empty focus and debounced typeahead on 2+ characters. Used on Home and SearchResults pages.\n- **Interaction delight** — Card hover animations (scale + shadow), staggered entrance animations on card grids, featured technique glow treatment, Random Technique discovery button.\n- **Topics collapse/expand** — Topics page loads with all categories collapsed. Smooth CSS grid-template-rows animation on expand/collapse.\n- **Creator stats pills** — Creator detail page topic stats rendered as colored pill badges matching category colors.\n- **Tag overflow** — Shared TagList component caps visible tags at 4 with \"+N more\" overflow pill. Applied across all 5 tag-rendering sites.\n- **Empty subtopic handling** — Subtopics with 0 techniques show \"Coming soon\" badge instead of dead-end links.\n- **Accessibility & SEO fixes** — Single h1 per page, skip-to-content keyboard link, AA-compliant muted text contrast (#828291), descriptive per-route browser tab titles via useDocumentTitle hook.\n- **Multi-field composite search** — Search tokenizes multi-word queries, AND-matches each token across creator/title/tags/category/body fields. Partial matches fallback when no exact cross-field match exists. Qdrant embeddings enriched with creator names and topic tags. Admin reindex-all endpoint for re-embedding after changes.\n- **Sort controls on all list views** — Reusable SortDropdown component on SearchResults, SubTopicPage, and CreatorDetail. Sort options: relevance/newest/oldest/alpha/creator (context-appropriate per page). Preference persists in sessionStorage across navigation.\n\n### Stack\n\n- **Backend:** FastAPI + Celery + SQLAlchemy (async) + PostgreSQL + Redis + Qdrant\n- **Frontend:** React + TypeScript + Vite\n- **LLM:** OpenAI-compatible API (DGX Sparks Qwen primary, local Ollama fallback)\n- **Deployment:** Docker Compose on ub01, nginx reverse proxy on nuc01\n\n### Milestone History\n\n| ID | Title | Status |\n|----|-------|--------|\n| M001 | Chrysopedia Foundation — Infrastructure, Pipeline Core, and Skeleton UI | ✅ Complete |\n| M002 | Deployment — GitHub, ub01 Docker Stack, and Production Wiring | ✅ Complete |\n| M003 | Domain + DNS + Per-Stage LLM Model Routing | ✅ Complete |\n| M004 | UI Polish, Bug Fixes, Technique Page Redesign, and Article Versioning | ✅ Complete |\n| M005 | Pipeline Dashboard, Technique Page Redesign, Key Moment Cards | ✅ Complete |\n| M006 | Admin Nav, Pipeline Log Views, Commit SHA, Tag Polish, Topics Redesign, Footer | ✅ Complete |\n| M007 | Pipeline Transparency, Auto-Ingest, Admin UX Polish, and Mobile Fixes | ✅ Complete |\n| M008 | Credibility Debt Cleanup — Broken Links, Test Data, Jargon, Empty Metrics | ✅ Complete |\n| M009 | Homepage & First Impression | ✅ Complete |\n| M010 | Discovery, Navigation & Visual Identity | ✅ Complete |\n| M011 | Interaction Polish, Navigation & Accessibility | ✅ Complete |\n| M012 | Search & Sort Improvements | 🔄 In Progress |\n"}],"isError":false,"timestamp":1775025499632}}
{"type":"message","id":"5c4981a7","parentId":"db7c7252","timestamp":"2026-04-01T06:38:23.389Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01SsbwvFgp9vZE6CNif9rH7t","name":"edit","arguments":{"newText":"Twelve milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.","oldText":"Eleven milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":149,"cacheRead":72208,"cacheWrite":2271,"totalTokens":74629,"cost":{"input":0.000005,"output":0.003725,"cacheRead":0.036104,"cacheWrite":0.014193750000000002,"total":0.05402775}},"stopReason":"toolUse","timestamp":1775025499633}}
{"type":"message","id":"af78e39c","parentId":"5c4981a7","timestamp":"2026-04-01T06:38:23.396Z","message":{"role":"toolResult","toolCallId":"toolu_01SsbwvFgp9vZE6CNif9rH7t","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":"  3 **Knowledge base for music production techniques**, extracted from video content via an LLM-powered pipeline. Producers can search for specific techniques and find timestamped key moments, signal chains, and synthesized study guides — all derived from creator videos.\n  4 \n  5 ## Current State\n  6 \n- 7 Eleven milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.\n+ 7 Twelve milestones complete. The system is deployed and running on ub01 at `http://ub01:8096`.\n  8 \n  9 ### What's Built\n 10 \n 11 - **Transcription pipeline** — Desktop script: video → ffmpeg audio extraction → Whisper large-v3 → timestamped transcript JSON","firstChangedLine":7},"isError":false,"timestamp":1775025503394}}
{"type":"message","id":"26482e8f","parentId":"af78e39c","timestamp":"2026-04-01T06:38:26.997Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01RyG3kx4NPBXiw67wVf8K5P","name":"edit","arguments":{"newText":"| M012 | Multi-Field Composite Search & Sort Controls | ✅ Complete |","oldText":"| M012 | Search & Sort Improvements | 🔄 In Progress |","path":".gsd/PROJECT.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":131,"cacheRead":74479,"cacheWrite":172,"totalTokens":74783,"cost":{"input":0.000005,"output":0.003275,"cacheRead":0.0372395,"cacheWrite":0.001075,"total":0.0415945}},"stopReason":"toolUse","timestamp":1775025503395}}
{"type":"message","id":"15d8501f","parentId":"26482e8f","timestamp":"2026-04-01T06:38:27.004Z","message":{"role":"toolResult","toolCallId":"toolu_01RyG3kx4NPBXiw67wVf8K5P","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/PROJECT.md."}],"details":{"diff":" 67 | M008 | Credibility Debt Cleanup — Broken Links, Test Data, Jargon, Empty Metrics | ✅ Complete |\n 68 | M009 | Homepage & First Impression | ✅ Complete |\n 69 | M010 | Discovery, Navigation & Visual Identity | ✅ Complete |\n 70 | M011 | Interaction Polish, Navigation & Accessibility | ✅ Complete |\n-71 | M012 | Search & Sort Improvements | 🔄 In Progress |\n+71 | M012 | Multi-Field Composite Search & Sort Controls | ✅ Complete |","firstChangedLine":71},"isError":false,"timestamp":1775025507002}}
{"type":"message","id":"ec476276","parentId":"15d8501f","timestamp":"2026-04-01T06:38:33.543Z","message":{"role":"assistant","content":[{"type":"text","text":"Now check KNOWLEDGE.md for any new patterns worth adding."},{"type":"toolCall","id":"toolu_01WJ8wX1kiqJRUuzUBbAvyhZ","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && grep -c \"partial_matches\\|multi-token AND\\|SortDropdown\\|useSortPreference\\|sessionStorage.*sort\\|reindex-all\" .gsd/KNOWLEDGE.md 2>/dev/null || echo \"0\""}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":140,"cacheRead":74651,"cacheWrite":154,"totalTokens":74946,"cost":{"input":0.000005,"output":0.0035,"cacheRead":0.0373255,"cacheWrite":0.0009625,"total":0.041793}},"stopReason":"toolUse","timestamp":1775025507003}}
{"type":"message","id":"d225e7a9","parentId":"ec476276","timestamp":"2026-04-01T06:38:33.553Z","message":{"role":"toolResult","toolCallId":"toolu_01WJ8wX1kiqJRUuzUBbAvyhZ","toolName":"bash","content":[{"type":"text","text":"0\n0\n"}],"isError":false,"timestamp":1775025513552}}
{"type":"message","id":"c9b34c26","parentId":"d225e7a9","timestamp":"2026-04-01T06:38:40.026Z","message":{"role":"assistant","content":[{"type":"text","text":"The key patterns from this milestone are already captured in the slice summaries and milestone summary. The most reusable lessons:\n\n1. **Multi-token AND search architecture** — already documented in D023 and slice summaries\n2. **sessionStorage for UI preferences** — generic React pattern, not project-specific enough for KNOWLEDGE.md\n3. **Python-level sort for mixed sources vs SQL ORDER BY for single sources** — worth adding"},{"type":"toolCall","id":"toolu_01Gu3QovXJiJHcNP4SmLvuWC","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && tail -5 .gsd/KNOWLEDGE.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":175,"cacheRead":74805,"cacheWrite":156,"totalTokens":75137,"cost":{"input":0.000005,"output":0.004375,"cacheRead":0.0374025,"cacheWrite":0.0009750000000000001,"total":0.0427575}},"stopReason":"toolUse","timestamp":1775025513553}}
{"type":"message","id":"87335514","parentId":"c9b34c26","timestamp":"2026-04-01T06:38:40.042Z","message":{"role":"toolResult","toolCallId":"toolu_01Gu3QovXJiJHcNP4SmLvuWC","toolName":"bash","content":[{"type":"text","text":"## border-image strips border-radius\n\n**Context:** CSS `border-image` property overrides `border-radius`, making rounded corners disappear. This is per CSS spec — border-image replaces the entire border rendering including corner shapes.\n\n**Fix:** If rounded corners are required, use `box-shadow` or pseudo-elements for decorative borders instead of `border-image`. For the featured technique card, box-shadow glow provides the visual distinction even though corners are square.\n"}],"isError":false,"timestamp":1775025520039}}
{"type":"message","id":"2b11e3b9","parentId":"87335514","timestamp":"2026-04-01T06:38:53.729Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_018axGV3XuSr7JQVVE7axyCv","name":"edit","arguments":{"newText":"**Fix:** If rounded corners are required, use `box-shadow` or pseudo-elements for decorative borders instead of `border-image`. For the featured technique card, box-shadow glow provides the visual distinction even though corners are square.\n\n## Sort strategy depends on data source homogeneity\n\n**Context:** Search results come from two sources (Qdrant semantic + keyword SQL). Applying SQL ORDER BY is impossible when results are merged from different backends. Single-source list views (subtopic pages, creator detail) pull exclusively from PostgreSQL.\n\n**Fix:** Use Python-level sorting (`sorted()` with key functions) for mixed-source result sets. Use SQL `ORDER BY` for single-source endpoints — it's faster and handles NULLs correctly. The sort param flows from the API query string through to whichever strategy applies. Don't try to unify into one approach.\n\n## Multi-token AND search with partial_matches fallback\n\n**Context:** Single-pattern ILIKE search (e.g., `%keota snare%`) only matches when the exact phrase appears in one field. Users expect \"keota snare\" to find content where \"keota\" matches the creator and \"snare\" matches the title/tags.\n\n**Fix:** Tokenize by whitespace. For each token, generate OR conditions across all searchable fields (title, summary, tags, category, creator name). AND all per-token conditions. When a multi-token AND query returns zero results, fall back to partial_matches: query each token separately, score results by token coverage, return top 5 with a muted UI treatment. This gives exact matches priority while still providing useful results for imprecise queries.","oldText":"**Fix:** If rounded corners are required, use `box-shadow` or pseudo-elements for decorative borders instead of `border-image`. For the featured technique card, box-shadow glow provides the visual distinction even though corners are square.","path":".gsd/KNOWLEDGE.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":510,"cacheRead":74961,"cacheWrite":291,"totalTokens":75763,"cost":{"input":0.000005,"output":0.012750000000000001,"cacheRead":0.0374805,"cacheWrite":0.00181875,"total":0.05205425}},"stopReason":"toolUse","timestamp":1775025520040}}
{"type":"message","id":"fcc4b3c5","parentId":"2b11e3b9","timestamp":"2026-04-01T06:38:53.738Z","message":{"role":"toolResult","toolCallId":"toolu_018axGV3XuSr7JQVVE7axyCv","toolName":"edit","content":[{"type":"text","text":"Successfully replaced text in .gsd/KNOWLEDGE.md."}],"details":{"diff":" 209 \n 210 **Context:** CSS `border-image` property overrides `border-radius`, making rounded corners disappear. This is per CSS spec — border-image replaces the entire border rendering including corner shapes.\n 211 \n 212 **Fix:** If rounded corners are required, use `box-shadow` or pseudo-elements for decorative borders instead of `border-image`. For the featured technique card, box-shadow glow provides the visual distinction even though corners are square.\n+213 \n+214 ## Sort strategy depends on data source homogeneity\n+215 \n+216 **Context:** Search results come from two sources (Qdrant semantic + keyword SQL). Applying SQL ORDER BY is impossible when results are merged from different backends. Single-source list views (subtopic pages, creator detail) pull exclusively from PostgreSQL.\n+217 \n+218 **Fix:** Use Python-level sorting (`sorted()` with key functions) for mixed-source result sets. Use SQL `ORDER BY` for single-source endpoints — it's faster and handles NULLs correctly. The sort param flows from the API query string through to whichever strategy applies. Don't try to unify into one approach.\n+219 \n+220 ## Multi-token AND search with partial_matches fallback\n+221 \n+222 **Context:** Single-pattern ILIKE search (e.g., `%keota snare%`) only matches when the exact phrase appears in one field. Users expect \"keota snare\" to find content where \"keota\" matches the creator and \"snare\" matches the title/tags.\n+223 \n+224 **Fix:** Tokenize by whitespace. For each token, generate OR conditions across all searchable fields (title, summary, tags, category, creator name). AND all per-token conditions. When a multi-token AND query returns zero results, fall back to partial_matches: query each token separately, score results by token coverage, return top 5 with a muted UI treatment. This gives exact matches priority while still providing useful results for imprecise queries.","firstChangedLine":213},"isError":false,"timestamp":1775025533736}}
{"type":"message","id":"35694682","parentId":"fcc4b3c5","timestamp":"2026-04-01T06:38:57.308Z","message":{"role":"assistant","content":[{"type":"text","text":"Milestone M012 complete."}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":10,"cacheRead":75252,"cacheWrite":534,"totalTokens":75797,"cost":{"input":0.000005,"output":0.00025,"cacheRead":0.037626,"cacheWrite":0.0033375,"total":0.0412185}},"stopReason":"stop","timestamp":1775025533737}}
