{"type":"thinking_level_change","id":"762dc1ba","parentId":null,"timestamp":"2026-03-30T08:40:04.474Z","thinkingLevel":"off"}
{"type":"model_change","id":"c945af95","parentId":"762dc1ba","timestamp":"2026-03-30T08:40:04.475Z","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\nAll relevant context has been preloaded below — start working immediately without re-reading these files.\n\n## Executor Context Constraints\n\nThe agent that executes each task has a **200K token** context window.\n- Recommended task count for this slice: **2–6 tasks**\n- Each task gets ~320K chars of inline context (plans, code, decisions)\n- Keep individual tasks completable within a single context window — if a task needs more context than fits, split it\n\nThen:\n0. If `REQUIREMENTS.md` was preloaded above, identify which Active requirements the roadmap says this slice owns or supports. These are the requirements this plan must deliver — every owned requirement needs at least one task that directly advances it, and verification must prove the requirement is met.\n1. Read the templates:\n   - `~/.gsd/agent/extensions/gsd/templates/plan.md`\n   - `~/.gsd/agent/extensions/gsd/templates/task-plan.md`\n2.  Record the installed skills you expect executors to use in each task plan's `skills_used` frontmatter.\n3. Define slice-level verification — the objective stopping condition for this slice:\n   - For non-trivial slices: plan actual test files with real assertions. Name the files.\n   - For simple slices: executable commands or script assertions are fine.\n   - If the project is non-trivial and has no test framework, the first task should set one up.\n   - If this slice establishes a boundary contract, verification must exercise that contract.\n4. **For non-trivial slices only** — plan observability, proof level, and integration closure:\n   - Include `Observability / Diagnostics` for backend, integration, async, stateful, or UI slices where failure diagnosis matters.\n   - Fill `Proof Level` and `Integration Closure` when the slice crosses runtime boundaries or has meaningful integration concerns.\n   - **Omit these sections entirely for simple slices** where they would all be \"none\" or trivially obvious.\n5. **Quality gates** — for non-trivial slices, fill the Threat Surface (Q3) and Requirement Impact (Q4) sections in the slice plan:\n   - **Threat Surface:** Identify abuse scenarios, data exposure risks, and input trust boundaries. Required when the slice handles user input, authentication, authorization, or sensitive data. Omit entirely for internal refactoring or simple changes.\n   - **Requirement Impact:** List which existing requirements this slice touches, what must be re-verified after shipping, and which prior decisions should be reconsidered. Omit entirely if no existing requirements are affected.\n   - For each task in a non-trivial slice, fill Failure Modes (Q5), Load Profile (Q6), and Negative Tests (Q7) in the task plan when the task has external dependencies, shared resources, or non-trivial input handling. Omit for simple tasks.\n6. Decompose the slice into tasks, each fitting one context window. Each task needs:\n   - a concrete, action-oriented title\n   - the inline task entry fields defined in the plan.md template (Why / Files / Do / Verify / Done when)\n   - a matching task plan file with description, steps, must-haves, verification, inputs, and expected output\n   - **Inputs and Expected Output must list concrete backtick-wrapped file paths** (e.g. `` `src/types.ts` ``). These are machine-parsed to derive task dependencies — vague prose without paths breaks parallel execution. Every task must have at least one output file path.\n   - Observability Impact section **only if the task touches runtime boundaries, async flows, or error paths** — omit it otherwise\n7. **Persist planning state through `gsd_plan_slice`.** Call it with the full slice planning payload (goal, demo, must-haves, verification, tasks, and metadata). The tool inserts all tasks in the same transaction, writes to the DB, and renders `/home/aux/projects/content-to-kb-automator/.gsd/milestones/M005/slices/S02/S02-PLAN.md` and `.gsd/milestones/M005/slices/S02/tasks/T##-PLAN.md` files automatically. Do **not** call `gsd_plan_task` separately — `gsd_plan_slice` handles task persistence. Do **not** rely on direct `PLAN.md` writes as the source of truth; the DB-backed tool is the canonical write path for slice and task planning state.\n8. **Self-audit the plan.** Walk through each check — if any fail, fix the plan files before moving on:\n    - **Completion semantics:** If every task were completed exactly as written, the slice goal/demo should actually be true.\n    - **Requirement coverage:** Every must-have in the slice maps to at least one task. No must-have is orphaned. If `REQUIREMENTS.md` exists, every Active requirement this slice owns maps to at least one task.\n    - **Task completeness:** Every task has steps, must-haves, verification, inputs, and expected output — none are blank or vague. Inputs and Expected Output list backtick-wrapped file paths, not prose descriptions.\n    - **Dependency correctness:** Task ordering is consistent. No task references work from a later task.\n    - **Key links planned:** For every pair of artifacts that must connect, there is an explicit step that wires them.\n    - **Scope sanity:** Target 2–5 steps and 3–8 files per task. 10+ steps or 12+ files — must split. Each task must be completable in a single fresh context window.\n    - **Feature completeness:** Every task produces real, user-facing progress — not just internal scaffolding.\n    - **Quality gate coverage:** For non-trivial slices, Threat Surface and Requirement Impact sections are present and specific (not placeholder text). For non-trivial tasks, Failure Modes, Load Profile, and Negative Tests are addressed in the task plan.\n10. If planning produced structural decisions, append them to `.gsd/DECISIONS.md`\n11. Do not commit — .gsd/ planning docs are managed externally and not tracked in git.\n\nThe slice directory and tasks/ subdirectory already exist. Do NOT mkdir. All work stays in your working directory: `/home/aux/projects/content-to-kb-automator`.\n\n**You MUST call `gsd_plan_slice` to persist the planning state before finishing.**\n\nWhen done, say: \"Slice S02 planned.\"\n## UNIT: Plan Slice S02 (\"Technique Page 2-Column Layout\") — Milestone M005\n\n## Inlined Context (preloaded — do not re-read these files)\n\n### Milestone Roadmap\nSource: `.gsd/milestones/M005/M005-ROADMAP.md`\n\n# M005: \n\n## Vision\nAdd a pipeline management dashboard under admin (trigger, pause, monitor, view logs/token usage/JSON responses), redesign technique pages with a 2-column layout (prose left, moments/chains/plugins right), and clean up key moment card presentation for consistent readability.\n\n## Slice Overview\n| ID | Slice | Risk | Depends | Done | After this |\n|----|-------|------|---------|------|------------|\n| S01 | Pipeline Admin Dashboard | high | — | ✅ | Admin page at /admin/pipeline shows video list with status, retrigger button, and log viewer with token counts and expandable JSON responses |\n| S02 | Technique Page 2-Column Layout | medium | — | ⬜ | Technique page shows prose content on left, plugins/moments/chains on right at desktop widths. Single column on mobile. |\n| S03 | Key Moment Card Redesign | low | S02 | ⬜ | Key moment cards show title prominently on its own line, with source file, timestamp, and type badge on a clean secondary row |\n\n---\n\n### Slice Research\nSource: `.gsd/milestones/M005/slices/S02/S02-RESEARCH.md`\n\n# S02 Research — Technique Page 2-Column Layout\n\n## Summary\n\nStraightforward CSS + React restructuring. The existing `TechniquePage.tsx` (~300 lines) renders everything in a single column at `max-width: 48rem`. The slice needs a 2-column layout at desktop widths (prose left, sidebar right) that collapses to single column on mobile. No new API endpoints, no new dependencies, no unfamiliar technology.\n\n## Recommendation\n\nOne task for the layout restructuring (CSS grid + JSX reordering), one task for responsive/polish/verification. Low risk — all patterns (CSS grid, media queries, CSS custom properties) are already established in the codebase.\n\n## Implementation Landscape\n\n### Current Architecture\n\n**TechniquePage.tsx** (`frontend/src/pages/TechniquePage.tsx`, ~300 lines):\n- Renders sections top-to-bottom in this order:\n  1. Back link\n  2. Historical version banner (conditional)\n  3. Unstructured content banner (conditional)\n  4. Header (title, meta badges, tags, creator link, quality badge, stats line, version switcher + report button)\n  5. Pipeline metadata for historical versions (conditional)\n  6. Report modal (conditional)\n  7. Summary paragraph\n  8. Body sections (study guide prose from `body_sections` JSONB)\n  9. Key Moments list (cards with title, source, time, type badge, summary)\n  10. Signal Chains (name + step flow)\n  11. Plugins (pill list)\n  12. Related Techniques (link list)\n\n**App.css** technique section (~200 lines of CSS, lines 1179–1420):\n- `.technique-page { max-width: 48rem }` — needs to widen for 2-column layout\n- All technique sub-sections use `margin-bottom: 1.5rem–2rem` vertical stacking\n- Existing responsive breakpoint at `max-width: 640px` handles mobile\n- 77 CSS custom properties in `:root` — all colors use variables, no hardcoded values\n\n**Container context:**\n- `.app-main { max-width: 72rem; margin: 1.5rem auto; padding: 0 1.5rem; }` — the outer container is already wide enough to accommodate 2 columns\n\n### Column Assignment (per roadmap)\n\n**Left column (prose/main content):**\n- Summary\n- Body sections (study guide prose)\n\n**Right column (sidebar — moments/chains/plugins):**\n- Key Moments list\n- Signal Chains\n- Plugins Referenced\n- Related Techniques\n\n**Full-width (above both columns):**\n- Back link\n- Banners (version, unstructured)\n- Header (title, meta, stats, version switcher, report button)\n- Pipeline metadata (version view)\n\n### Approach\n\n1. **Widen `.technique-page`** from `max-width: 48rem` to `max-width: 72rem` (matches `app-main`) or ~64rem to leave some breathing room.\n\n2. **Add a CSS grid wrapper** for the 2-column area:\n   ```css\n   .technique-columns {\n     display: grid;\n     grid-template-columns: 1fr 22rem; /* ~350px sidebar */\n     gap: 2rem;\n     align-items: start;\n   }\n   ```\n\n3. **Wrap JSX** in TechniquePage.tsx: after the header section, wrap summary + body_sections in a `<div className=\"technique-columns__main\">` and moments + chains + plugins + related in a `<div className=\"technique-columns__sidebar\">`, both inside a `.technique-columns` container.\n\n4. **Responsive collapse** at a new breakpoint (~1024px or 768px):\n   ```css\n   @media (max-width: 768px) {\n     .technique-columns {\n       grid-template-columns: 1fr;\n     }\n   }\n   ```\n\n5. **Sidebar styling adjustments:** The sidebar sections (moments, chains, plugins, related) may need slightly tighter spacing/font sizes to fit the narrower column. Key moment cards should remain readable in ~22rem width — the current cards use flex-wrap on `.technique-moment__header` which will adapt.\n\n### File Inventory\n\n| File | Change Type | Notes |\n|------|-------------|-------|\n| `frontend/src/pages/TechniquePage.tsx` | Modify | Wrap sections in grid container divs. ~15 lines of JSX wrapper changes. No logic changes. |\n| `frontend/src/App.css` | Modify | Add `.technique-columns` grid rules (~15 lines). Widen `.technique-page` max-width. Add responsive breakpoint. Minor sidebar spacing tweaks. |\n\n### Key Constraints\n\n- **Version overlay logic unchanged:** The `isHistorical` / `overlay` / `display*` variable pattern stays intact — only JSX structure around the rendered sections changes.\n- **S03 dependency:** S03 (Key Moment Card Redesign) depends on S02. The moment cards will be restyled in S03, so S02 should not over-invest in moment card styling. Focus on getting the layout container right.\n- **CSS custom properties:** Any new colors (unlikely for a layout change) must use `var(--*)` tokens per D017.\n- **Single CSS file:** The project uses one `App.css` — no CSS modules or component-scoped styles. All new classes go in App.css under the technique page section.\n- **Sidebar `position: sticky`:** Consider making `.technique-columns__sidebar` sticky (`position: sticky; top: 1.5rem`) so it stays visible while scrolling long prose. This is a polish enhancement, not required.\n- **Existing 640px breakpoint:** The mobile breakpoint at 640px already handles `.technique-header__title` resizing. The new 2-column → 1-column collapse should happen at a wider breakpoint (768px) since 2 columns don't work below that.\n\n### Verification\n\n- `cd frontend && npx tsc --noEmit` — TypeScript check (no logic changes, but confirm no JSX errors)\n- `cd frontend && npm run build` — production build succeeds\n- Visual check in browser at http://ub01:8096/techniques/{any-slug}: prose on left, sidebar on right at desktop width\n- Resize browser to <768px: single column layout\n- Resize browser to <640px: existing mobile styles still work\n\n### Natural Task Seams\n\n**T01 — 2-Column Layout Implementation:** Modify TechniquePage.tsx to wrap sections in grid containers. Add CSS grid rules to App.css. Widen `.technique-page` max-width. Add responsive breakpoint. Build and verify.\n\nThis is compact enough for a single task. If splitting is desired:\n- T01: CSS grid rules + `.technique-page` max-width change + responsive breakpoint (CSS only)\n- T02: JSX restructuring in TechniquePage.tsx + build verification + visual check\n\nBut these are tightly coupled — splitting adds overhead for minimal benefit. One task is recommended.\n\n---\n\n### Decisions\nSource: `.gsd/DECISIONS.md`\n\n# Decisions Register\n\n<!-- Append-only. Never edit or remove existing rows.\n     To reverse a decision, add a new row that supersedes it.\n     Read this file at the start of any planning or research phase. -->\n\n| # | When | Scope | Decision | Choice | Rationale | Revisable? | Made By |\n|---|------|-------|----------|--------|-----------|------------|---------|\n| D001 |  | architecture | Storage layer selection | PostgreSQL for structured data, Qdrant (existing instance at 10.0.0.10) for vector embeddings, local filesystem for transcript JSON files | Spec specifies PostgreSQL for JSONB support and Qdrant already running on hypervisor. File store on local filesystem organized by creator slug. Qdrant gets a dedicated collection, not a new instance. | Yes | collaborative |\n| D002 |  | architecture | Timestamp handling for asyncpg with TIMESTAMP WITHOUT TIME ZONE columns | Use datetime.now(timezone.utc).replace(tzinfo=None) in _now() helper | asyncpg rejects timezone-aware datetimes for TIMESTAMP WITHOUT TIME ZONE columns. Stripping tzinfo at the application layer preserves UTC semantics while staying compatible with the existing schema. | Yes | agent |\n| D003 |  | requirement | R002 Transcript Ingestion API status | validated | 6 passing integration tests prove the full POST /api/v1/ingest flow: creator auto-detection, SourceVideo upsert, TranscriptSegment bulk insert, raw JSON persistence, idempotent re-upload, and invalid input rejection. | Yes | agent |\n| D004 |  | architecture | Sync vs async approach for Celery worker pipeline tasks | Use sync openai.OpenAI, sync QdrantClient, and sync SQLAlchemy (create_engine with psycopg2) inside Celery tasks. Convert DATABASE_URL from postgresql+asyncpg:// to postgresql:// for the sync engine. | Celery workers run in a synchronous context. Using asyncio.run() inside tasks risks nested event loop errors with gevent/eventlet workers. Using sync clients throughout eliminates this class of bug entirely. The async engine/session from database.py is only used by FastAPI (ASGI); the worker gets its own sync engine. | Yes | agent |\n| D005 |  | architecture | Embedding/Qdrant failure handling strategy in pipeline | Embedding/Qdrant failures (stage 6) log errors but do not fail the pipeline. Processing_status is set by stages 2-5 only. Embeddings can be regenerated by manual re-trigger. | Qdrant is at 10.0.0.10 on the hypervisor network and may not be reachable during all pipeline runs. Making embedding a non-blocking side-effect ensures core pipeline output (KeyMoments, TechniquePages in PostgreSQL) is never lost due to vector store issues. The manual re-trigger endpoint allows regenerating embeddings at any time. | Yes | agent |\n| D006 |  | requirement | R013 Prompt Template System status | validated | 4 prompt template files in prompts/ directory loaded from configurable settings.prompts_path. Templates use XML-style content fencing. Pipeline stages read templates from disk at runtime, enabling edits without code changes. Manual re-trigger endpoint (POST /api/v1/pipeline/trigger/{video_id}) allows re-processing after prompt edits. | Yes | agent |\n| D007 | M001/S04 | architecture | Runtime review mode toggle persistence mechanism | Store review mode toggle in Redis key `chrysopedia:review_mode` with async redis client. Fall back to `settings.review_mode` config default when key is absent. | The config.py `review_mode` setting is loaded via lru_cache from environment variables and cannot be mutated at runtime. Redis is already used by the project (Celery broker, stage 4 classification data) so it adds no new infrastructure. A system_settings DB table would work but Redis is simpler for a single boolean toggle on a single-admin tool. The pipeline's stages.py reads settings.review_mode from config — the admin toggle only affects new pipeline runs if stages.py is updated to check Redis too, but that's deferred since the toggle is primarily a UI-level concept for the review queue. | Yes | agent |\n| D008 | M001/S04 | requirement | R004 Review Queue UI status | validated | All R004 capabilities delivered and verified: 9 API endpoints (approve, reject, edit, split, merge, queue list, stats, mode get/set) with 24 passing integration tests covering happy paths and error boundaries. React+TypeScript frontend with queue page (filter tabs, stats, pagination), moment detail page (all review actions with modals), and review-vs-auto mode toggle. Frontend builds with zero TypeScript errors. | Yes | agent |\n| D009 | M001/S05 | architecture | Async search service pattern for FastAPI request path | Create a separate `SearchService` class using `openai.AsyncOpenAI` and `qdrant_client.AsyncQdrantClient` for the search endpoint. Keep existing sync `EmbeddingClient` and `QdrantManager` for Celery pipeline. Search endpoint has 300ms timeout on embedding API and falls back to SQL ILIKE keyword search on Qdrant/embedding failure. | The existing EmbeddingClient and QdrantManager are sync (using `openai.OpenAI` and `QdrantClient`) because Celery tasks run synchronously. FastAPI request handlers are async — reusing sync clients would block the event loop. Creating a thin async wrapper avoids modifying the battle-tested pipeline code while providing non-blocking search. The 300ms timeout and keyword fallback ensure the search endpoint always returns results, even when Qdrant or the embedding service is degraded. | Yes | agent |\n| D010 | M001/S05 | requirement | R005 Search-First Web UI status | validated | Search endpoint (GET /api/v1/search) with async embedding + Qdrant + keyword fallback implemented and tested. Frontend Home.tsx has prominent search bar with 300ms debounced typeahead, scope toggle via URL params, nav cards for Topics/Creators, Recently Added section. SearchResults.tsx displays grouped results. 5 integration tests verify search happy path, empty query, keyword fallback, scope filter, and no-results. Frontend production build succeeds with zero TypeScript errors. | Yes | agent |\n| D011 | M001/S05 | requirement | R006 Technique Page Display status | validated | TechniquePage.tsx renders all specified sections: header with topic_category badge and topic_tags pills, creator name linked to creator detail, source_quality indicator, amber banner for unstructured content, body_sections JSONB prose (handles both string and object values), key moments index ordered by start_time, signal chains, plugins pill list, and related techniques links. Backend GET /api/v1/techniques/{slug} returns full detail with eager-loaded key_moments and related links. 404 for unknown slug tested. | Yes | agent |\n| D012 | M001/S05 | requirement | R007 Creators Browse Page status | validated | CreatorsBrowse.tsx implements genre filter pills, type-to-narrow name filter, sort toggle (Random default/A-Z/Views). Each creator row shows name, genre tags, technique_count, video_count. Links to CreatorDetail page. Backend GET /api/v1/creators supports sort=random\\|alpha\\|views and genre filter. Integration tests verify random sort, alpha sort, genre filter, detail endpoint, 404, and counts. | Yes | agent |\n| D013 | M001/S05 | requirement | R008 Topics Browse Page status | validated | TopicsBrowse.tsx renders two-level topic hierarchy (6 categories from canonical_tags.yaml with expandable sub-topics showing technique_count and creator_count). Filter input narrows categories/sub-topics. Clicking sub-topic navigates to search with scope=topics. Backend GET /api/v1/topics aggregates counts from DB per sub-topic. Integration test verifies topic hierarchy response shape. | Yes | agent |\n| D014 | M001/S05 | requirement | R014 Creator Equity status | validated | CreatorsBrowse.tsx defaults to sort=random. Backend uses func.random() ORDER BY for randomized sort. Integration test verifies random sort returns all creators (order may vary). All creators get equal visual weight in the UI — no featured/highlighted treatment. Equal-weight row layout confirmed in CSS. | Yes | agent |\n| D015 | M002/S01 | architecture | Docker network subnet for Chrysopedia on ub01 | 172.32.0.0/24 — free on ub01, replaces 172.24.0.0/24 which is used by xpltd_docs_default | 172.24.0.0/24 was already allocated to xpltd_docs_default network on ub01. Scanned all existing subnets and 172.32.0.0/24 was the first unoccupied /24 in the 172.x range. | Yes | agent |\n| D016 | M002/S01 | architecture | Embedding service for the pipeline and search — OpenWebUI doesn't serve /v1/embeddings | Add Ollama container (ollama/ollama:latest) to the compose stack running nomic-embed-text on CPU | The FYN OpenWebUI instance at chat.forgetyour.name returns 404/500 on /v1/embeddings. No Ollama instance exists on the network. Ollama provides the standard OpenAI-compatible /v1/embeddings endpoint that both EmbeddingClient and SearchService expect. | Yes | agent |\n| D017 |  | frontend | CSS theming approach for dark mode | 77 semantic CSS custom properties in :root block, all hardcoded colors replaced with var(--*) references | A complete variable-based palette enables theme switching, ensures consistency, and makes future color changes single-point edits. 77 tokens (vs ~30 initially planned) were needed to cover all semantic contexts — badges, buttons, surfaces, text, accents, shadows, and status states. Cyan (#22d3ee) replaces indigo as the accent color throughout. | Yes | agent |\n| D018 | M004/S04 | architecture | Version snapshot failure handling strategy in stage 5 | Best-effort versioning — snapshot INSERT failure logs ERROR but does not block page update (existing content overwrites proceed regardless) | Versioning is a diagnostic/benchmarking feature. Losing a version snapshot is far less damaging than failing the entire page synthesis. Follows the same non-blocking side-effect pattern established in D005 for embedding/Qdrant failures. | Yes | agent |\n\n---\n\n### Requirements\nSource: `.gsd/REQUIREMENTS.md`\n\n# Requirements\n\n## R001 — Whisper Transcription Pipeline\n**Status:** validated\n**Description:** Desktop Python script that accepts video files (MP4/MKV), extracts audio via ffmpeg, runs Whisper large-v3 on RTX 4090, and outputs timestamped transcript JSON with segment-level timestamps and word-level timing. Must be resumable.\n**Validation:** Script processes a sample video and produces valid JSON with timestamped segments.\n**Primary Owner:** M001/S01\n\n## R002 — Transcript Ingestion API\n**Status:** validated\n**Description:** FastAPI endpoint that accepts transcript JSON uploads, creates/updates Creator and Source Video records, and stores transcript data in PostgreSQL. Handles new creator detection from folder names.\n**Validation:** POST transcript JSON → 200 OK, records created in DB, file stored on filesystem.\n**Primary Owner:** M001/S02\n\n## R003 — LLM-Powered Extraction Pipeline (Stages 2-5)\n**Status:** validated\n**Description:** Background worker pipeline: transcript segmentation → key moment extraction → classification/tagging → technique page synthesis. Uses OpenAI-compatible API with primary (DGX Sparks Qwen) and fallback (local Ollama) endpoints. Pipeline must be resumable per-video per-stage.\n**Validation:** End-to-end: transcript JSON in → technique pages with key moments, tags, and cross-references out.\n**Primary Owner:** M001/S03\n\n## R004 — Review Queue UI\n**Status:** validated\n**Description:** Admin interface for reviewing extracted key moments: approve, edit+approve, split, merge, reject. Organized by source video for contextual review. Includes mode toggle (review vs auto-publish).\n**Validation:** Admin can review, edit, and approve/reject moments; mode toggle controls whether new moments require review.\n**Primary Owner:** M001/S04\n\n## R005 — Search-First Web UI\n**Status:** validated\n**Description:** Landing page with prominent search bar, live typeahead (results after 2-3 chars), scope toggle (All/Topics/Creators), and two navigation cards (Topics, Creators). Recently added section. Search powered by Qdrant semantic search with keyword fallback.\n**Validation:** User types query → results appear within 500ms, grouped by type, with clickable navigation.\n**Primary Owner:** M001/S05\n\n## R006 — Technique Page Display\n**Status:** validated\n**Description:** Core content unit: header (tags, title, creator, meta), study guide prose (organized by sub-aspects with signal chain blocks and quotes), key moments index (timestamped list), related techniques, plugins referenced. Amber banner for livestream-sourced content.\n**Validation:** Technique page renders with all sections populated from synthesized data.\n**Primary Owner:** M001/S05\n\n## R007 — Creators Browse Page\n**Status:** validated\n**Description:** Filterable creator list with genre filter pills, type-to-narrow, sort options (randomized default, alphabetical, view count). Each row: name, genre tags, technique count, video count, view count. Links to creator detail page.\n**Validation:** Page loads with randomized order, genre filtering works, clicking row navigates to creator detail.\n**Primary Owner:** M001/S05\n\n## R008 — Topics Browse Page\n**Status:** validated\n**Description:** Two-level topic hierarchy (6 top-level categories → sub-topics). Filter input, genre filter pills. Each sub-topic shows technique count and creator count. Clicking sub-topic shows technique pages.\n**Validation:** Hierarchy renders, filtering works, sub-topic links show correct technique pages.\n**Primary Owner:** M001/S05\n\n## R009 — Qdrant Vector Search Integration\n**Status:** validated\n**Description:** Embed key moment summaries, technique page content, and transcript segments in Qdrant using configurable embedding model (nomic-embed-text default). Power semantic search with metadata filtering.\n**Validation:** Semantic search returns relevant results for natural language queries; embeddings update when content changes.\n**Primary Owner:** M001/S03\n\n## R010 — Docker Compose Deployment\n**Status:** validated\n**Description:** Single docker-compose.yml packaging API, web UI, PostgreSQL, and worker services. Follows XPLTD conventions: bind mounts at /vmPool/r/services/, compose at /vmPool/r/compose/chrysopedia/, xpltd_chrysopedia project name, dedicated Docker network.\n**Validation:** `docker compose up -d` brings up all services; data persists across restarts.\n**Primary Owner:** M001/S01\n\n## R011 — Canonical Tag System\n**Status:** validated\n**Description:** Editable canonical tag list (config file) with aliases. Pipeline references tags during classification. New tags can be proposed by LLM and queued for admin approval or auto-added within existing categories.\n**Validation:** Tag list is editable; pipeline uses canonical tags consistently; alias normalization works.\n**Primary Owner:** M001/S03\n\n## R012 — Incremental Content Addition\n**Status:** validated\n**Description:** System handles ongoing content: new videos processed through pipeline, new creators auto-detected, existing technique pages updated when new moments are added for same creator+topic.\n**Validation:** Adding a new video for an existing creator updates their technique pages; new creator folder creates new Creator record.\n**Primary Owner:** M001/S03\n\n## R013 — Prompt Template System\n**Status:** validated\n**Description:** Extraction prompts (stages 2-5) stored as editable configuration files, not hardcoded. Admin can edit prompts and re-run extraction on specific or all videos for calibration.\n**Validation:** Prompt files are editable; re-processing a video with updated prompts produces different output.\n**Primary Owner:** M001/S03\n\n## R014 — Creator Equity\n**Status:** validated\n**Description:** No creator is privileged in the UI. Default sort on Creators page is randomized on every page load. All creators get equal visual weight.\n**Validation:** Refreshing Creators page shows different order each time; no creator gets larger/bolder display.\n**Primary Owner:** M001/S05\n\n## R015 — 30-Second Retrieval Target\n**Status:** active\n**Description:** A producer mid-session can find a specific technique in under 30 seconds from Alt+Tab to reading the key insight.\n**Validation:** Timed test: Alt+Tab → search → read technique → under 30 seconds.\n**Primary Owner:** M001/S05\n\n---\n\n[...truncated 3 sections]\n\n### Dependency Slice Summaries\n\nPay particular attention to **Forward Intelligence** sections — they contain hard-won knowledge about what's fragile, what assumptions changed, and what this slice should watch out for.\n\n- (no dependencies)\n\n## Your Role in the Pipeline\n\nYou have full tool access. Before decomposing, explore the relevant code to ground your plan in reality.\n\n### Verify Roadmap Assumptions\n\nCheck prior slice summaries (inlined above as dependency summaries, if present). If prior slices discovered constraints, changed approaches, or flagged fragility, adjust your plan accordingly. The roadmap description may be stale — verify it against the current codebase state.\n\n### Explore Slice Scope\n\nRead the code files relevant to this slice. Confirm the roadmap's description of what exists, what needs to change, and what boundaries apply. Use `rg`, `find`, and targeted reads.\n\n### Source Files\n\n- **Project**: `.gsd/PROJECT.md`\n- **Requirements**: `.gsd/REQUIREMENTS.md`\n- **Decisions**: `.gsd/DECISIONS.md`\n- **Roadmap**: `.gsd/milestones/M005/M005-ROADMAP.md`\n- **Slice Research**: `.gsd/milestones/M005/slices/S02/S02-RESEARCH.md`\n\nIf slice research exists (inlined above), trust those findings and skip redundant exploration.\n\nAfter you finish, **executor agents** implement each task in isolated fresh context windows. They see only their task plan, the slice plan excerpt (goal/demo/verification), and compressed summaries of prior tasks. They do not see the research doc, the roadmap, or REQUIREMENTS.md. Everything an executor needs must be in the task plan itself — file paths, specific steps, expected inputs and outputs.\n\nNarrate your decomposition reasoning — why you're grouping work this way, what risks are driving the order, what verification strategy you're choosing and why. Keep the narration proportional to the work — a simple slice doesn't need a long justification — but write in complete sentences, not planner shorthand.\n\n**Right-size the plan.** If the slice is simple enough to be 1 task, plan 1 task. Don't split into multiple tasks just because you can identify sub-steps. Don't fill in sections with \"None\" when the section doesn't apply — omit them entirely. The plan's job is to guide execution, not to fill a template.\n","display":false,"id":"0de94460","parentId":"c945af95","timestamp":"2026-03-30T08:40:04.477Z"}
{"type":"message","id":"02d4abbd","parentId":"0de94460","timestamp":"2026-03-30T08:40:09.426Z","message":{"role":"assistant","content":[{"type":"text","text":"\n\nI'll explore the current state of the relevant files to ground the plan in reality, then plan this slice."},{"type":"toolCall","id":"toolu_01LnUCgAwUo13Ls8JtzvTYXs","name":"read","arguments":{"path":"frontend/src/pages/TechniquePage.tsx"}},{"type":"toolCall","id":"toolu_0157ZKA5BmxRyhpwFpvhDdZY","name":"read","arguments":{"limit":250,"offset":1179,"path":"frontend/src/App.css"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":2,"output":161,"cacheRead":57253,"cacheWrite":8554,"totalTokens":65970,"cost":{"input":0.00001,"output":0.004025,"cacheRead":0.0286265,"cacheWrite":0.0534625,"total":0.086124}},"stopReason":"toolUse","timestamp":1774860004476}}
{"type":"message","id":"295781af","parentId":"02d4abbd","timestamp":"2026-03-30T08:40:09.430Z","message":{"role":"toolResult","toolCallId":"toolu_01LnUCgAwUo13Ls8JtzvTYXs","toolName":"read","content":[{"type":"text","text":"ENOENT: no such file or directory, access '/home/aux/projects/content-to-kb-automator/frontend/src/pages/TechniquePage.tsx'"}],"details":{},"isError":true,"timestamp":1774860009429}}
{"type":"message","id":"794aa82a","parentId":"295781af","timestamp":"2026-03-30T08:40:09.437Z","message":{"role":"toolResult","toolCallId":"toolu_0157ZKA5BmxRyhpwFpvhDdZY","toolName":"read","content":[{"type":"text","text":".technique-page {\n  max-width: 48rem;\n}\n\n.technique-404 {\n  text-align: center;\n  padding: 3rem 1rem;\n}\n\n.technique-404 h2 {\n  font-size: 1.5rem;\n  font-weight: 700;\n  margin-bottom: 0.5rem;\n}\n\n.technique-404 p {\n  color: var(--color-text-secondary);\n  margin-bottom: 1.5rem;\n}\n\n.technique-banner {\n  padding: 0.625rem 1rem;\n  border-radius: 0.375rem;\n  font-size: 0.8125rem;\n  margin-bottom: 1rem;\n}\n\n.technique-banner--amber {\n  background: var(--color-banner-amber-bg);\n  border: 1px solid var(--color-banner-amber-border);\n  color: var(--color-banner-amber-text);\n}\n\n.technique-header {\n  margin-bottom: 1.5rem;\n}\n\n.technique-header__title {\n  font-size: 1.75rem;\n  font-weight: 800;\n  letter-spacing: -0.02em;\n  margin-bottom: 0.5rem;\n  line-height: 1.2;\n}\n\n.technique-header__meta {\n  display: flex;\n  align-items: center;\n  gap: 0.5rem;\n  flex-wrap: wrap;\n}\n\n.technique-header__tags {\n  display: inline-flex;\n  gap: 0.25rem;\n}\n\n.technique-header__creator {\n  font-size: 0.875rem;\n  color: var(--color-link-accent);\n  text-decoration: none;\n}\n\n.technique-header__creator:hover {\n  text-decoration: underline;\n}\n\n.technique-header__stats {\n  font-size: 0.8125rem;\n  color: var(--color-text-secondary);\n  margin-top: 0.5rem;\n}\n\n/* ── Technique prose / sections ───────────────────────────────────────────── */\n\n.technique-summary {\n  margin-bottom: 1.5rem;\n}\n\n.technique-summary p {\n  font-size: 1rem;\n  color: var(--color-text-primary);\n  line-height: 1.6;\n}\n\n.technique-prose {\n  margin-bottom: 2rem;\n}\n\n.technique-prose__section {\n  margin-bottom: 1.5rem;\n}\n\n.technique-prose__section h2 {\n  font-size: 1.25rem;\n  font-weight: 700;\n  margin-bottom: 0.5rem;\n}\n\n.technique-prose__section p {\n  font-size: 0.9375rem;\n  color: var(--color-text-primary);\n  line-height: 1.7;\n}\n\n.technique-prose__json {\n  background: var(--color-bg-transcript);\n  padding: 0.75rem;\n  border-radius: 0.375rem;\n  font-size: 0.8125rem;\n  overflow-x: auto;\n  line-height: 1.5;\n}\n\n/* ── Key moments list ─────────────────────────────────────────────────────── */\n\n.technique-moments {\n  margin-bottom: 2rem;\n}\n\n.technique-moments h2 {\n  font-size: 1.25rem;\n  font-weight: 700;\n  margin-bottom: 0.75rem;\n}\n\n.technique-moments__list {\n  list-style: none;\n  display: flex;\n  flex-direction: column;\n  gap: 0.75rem;\n}\n\n.technique-moment {\n  padding: 0.875rem 1rem;\n  background: var(--color-bg-surface);\n  border: 1px solid var(--color-border);\n  border-radius: 0.5rem;\n}\n\n.technique-moment__header {\n  display: flex;\n  align-items: center;\n  gap: 0.5rem;\n  margin-bottom: 0.25rem;\n  flex-wrap: wrap;\n}\n\n.technique-moment__title {\n  font-size: 0.9375rem;\n  font-weight: 600;\n}\n\n.technique-moment__time {\n  font-size: 0.75rem;\n  color: var(--color-text-secondary);\n  font-variant-numeric: tabular-nums;\n}\n\n.technique-moment__source {\n  font-size: 0.75rem;\n  color: var(--color-text-muted);\n  font-family: \"SF Mono\", \"Fira Code\", \"Fira Mono\", \"Roboto Mono\", monospace;\n  max-width: 20rem;\n  overflow: hidden;\n  text-overflow: ellipsis;\n  white-space: nowrap;\n}\n\n.technique-moment__summary {\n  font-size: 0.8125rem;\n  color: var(--color-text-secondary);\n  line-height: 1.5;\n}\n\n/* ── Signal chains ────────────────────────────────────────────────────────── */\n\n.technique-chains {\n  margin-bottom: 2rem;\n}\n\n.technique-chains h2 {\n  font-size: 1.25rem;\n  font-weight: 700;\n  margin-bottom: 0.75rem;\n}\n\n.technique-chain {\n  margin-bottom: 1rem;\n  padding: 1rem;\n  background: var(--color-bg-surface);\n  border: 1px solid var(--color-border);\n  border-radius: 0.5rem;\n}\n\n.technique-chain h3 {\n  font-size: 1rem;\n  font-weight: 600;\n  margin-bottom: 0.5rem;\n}\n\n.technique-chain__flow {\n  font-family: \"SF Mono\", \"Fira Code\", \"Fira Mono\", \"Roboto Mono\", monospace;\n  font-size: 0.875rem;\n  line-height: 1.8;\n  color: var(--color-text-primary);\n  background: var(--color-bg-transcript);\n  padding: 0.75rem 1rem;\n  border-radius: 0.375rem;\n  display: flex;\n  flex-wrap: wrap;\n  align-items: center;\n}\n\n.technique-chain__arrow {\n  color: var(--color-accent);\n}\n\n.technique-chain__step {\n  display: inline;\n}\n\n/* ── Plugins ──────────────────────────────────────────────────────────────── */\n\n.technique-plugins {\n  margin-bottom: 2rem;\n}\n\n.technique-plugins h2 {\n  font-size: 1.25rem;\n  font-weight: 700;\n  margin-bottom: 0.5rem;\n}\n\n/* ── Related techniques ───────────────────────────────────────────────────── */\n\n.technique-related {\n  margin-bottom: 2rem;\n}\n\n.technique-related h2 {\n  font-size: 1.25rem;\n  font-weight: 700;\n  margin-bottom: 0.5rem;\n}\n\n.technique-related__list {\n  list-style: none;\n  display: flex;\n  flex-direction: column;\n\n[1337 more lines in file. Use offset=1429 to continue.]"}],"isError":false,"timestamp":1774860009434}}
{"type":"message","id":"800c0702","parentId":"794aa82a","timestamp":"2026-03-30T08:40:16.187Z","message":{"role":"assistant","content":[{"type":"text","text":"The CSS file confirms the research findings. Let me check the actual location of TechniquePage.tsx on the ub01 remote, since CLAUDE.md says the canonical code lives there."},{"type":"toolCall","id":"toolu_01DEgVJWjdE8qwYLW9XmHXao","name":"bash","arguments":{"command":"find frontend/src -name \"TechniquePage*\" 2>/dev/null; find . -path \"*/pages/Technique*\" 2>/dev/null | head -20"}},{"type":"toolCall","id":"toolu_01362WdL1hag7jJpjneA8Spe","name":"bash","arguments":{"command":"ssh ub01 \"find /vmPool/r/repos/xpltdco/chrysopedia/frontend/src -name 'TechniquePage*' 2>/dev/null\" 2>/dev/null || echo \"SSH failed, checking local\""}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":229,"cacheRead":65807,"cacheWrite":2132,"totalTokens":68169,"cost":{"input":0.000005,"output":0.005725,"cacheRead":0.032903499999999995,"cacheWrite":0.013325,"total":0.05195849999999999}},"stopReason":"toolUse","timestamp":1774860009436}}
{"type":"message","id":"8779f99e","parentId":"800c0702","timestamp":"2026-03-30T08:40:16.206Z","message":{"role":"toolResult","toolCallId":"toolu_01DEgVJWjdE8qwYLW9XmHXao","toolName":"bash","content":[{"type":"text","text":"(no output)"}],"isError":false,"timestamp":1774860016206}}
{"type":"message","id":"afa49323","parentId":"8779f99e","timestamp":"2026-03-30T08:40:16.993Z","message":{"role":"toolResult","toolCallId":"toolu_01362WdL1hag7jJpjneA8Spe","toolName":"bash","content":[{"type":"text","text":"/vmPool/r/repos/xpltdco/chrysopedia/frontend/src/pages/TechniquePage.tsx\n"}],"isError":false,"timestamp":1774860016992}}
{"type":"message","id":"40703ae9","parentId":"afa49323","timestamp":"2026-03-30T08:40:20.134Z","message":{"role":"assistant","content":[{"type":"text","text":"The file is on ub01. Let me pull the latest code to the local working directory."},{"type":"toolCall","id":"toolu_01KgxeuHmNZh95YzBfeXd54g","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git pull 2>&1 | tail -5"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":100,"cacheRead":67939,"cacheWrite":322,"totalTokens":68362,"cost":{"input":0.000005,"output":0.0025,"cacheRead":0.0339695,"cacheWrite":0.0020125,"total":0.038487}},"stopReason":"toolUse","timestamp":1774860016993}}
{"type":"message","id":"817c2e7e","parentId":"40703ae9","timestamp":"2026-03-30T08:40:20.155Z","message":{"role":"toolResult","toolCallId":"toolu_01KgxeuHmNZh95YzBfeXd54g","toolName":"bash","content":[{"type":"text","text":"error: cannot pull with rebase: You have unstaged changes.\nerror: Please commit or stash them.\n"}],"isError":false,"timestamp":1774860020153}}
{"type":"message","id":"f909af68","parentId":"817c2e7e","timestamp":"2026-03-30T08:40:23.369Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01BAMiXSejBXyoxLgpB97mCc","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git stash && git pull 2>&1 | tail -10"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":83,"cacheRead":68261,"cacheWrite":137,"totalTokens":68482,"cost":{"input":0.000005,"output":0.002075,"cacheRead":0.0341305,"cacheWrite":0.00085625,"total":0.03706675}},"stopReason":"toolUse","timestamp":1774860020154}}
{"type":"message","id":"ae90b595","parentId":"f909af68","timestamp":"2026-03-30T08:40:24.527Z","message":{"role":"toolResult","toolCallId":"toolu_01BAMiXSejBXyoxLgpB97mCc","toolName":"bash","content":[{"type":"text","text":"Saved working directory and index state WIP on main: 26556ba feat: Built AdminPipeline.tsx page at /admin/pipeline with video table,…\nCONFLICT (modify/delete): frontend/src/App.css deleted in 7aa33cd (fix: Fixed syntax errors in pipeline event instrumentation — _emit_even…) and modified in HEAD.  Version HEAD of frontend/src/App.css left in tree.\nCONFLICT (modify/delete): frontend/src/App.tsx deleted in 7aa33cd (fix: Fixed syntax errors in pipeline event instrumentation — _emit_even…) and modified in HEAD.  Version HEAD of frontend/src/App.tsx left in tree.\nCONFLICT (modify/delete): frontend/src/api/public-client.ts deleted in 7aa33cd (fix: Fixed syntax errors in pipeline event instrumentation — _emit_even…) and modified in HEAD.  Version HEAD of frontend/src/api/public-client.ts left in tree.\nCONFLICT (modify/delete): frontend/src/pages/TechniquePage.tsx deleted in 7aa33cd (fix: Fixed syntax errors in pipeline event instrumentation — _emit_even…) and modified in HEAD.  Version HEAD of frontend/src/pages/TechniquePage.tsx left in tree.\nerror: could not apply 7aa33cd... fix: Fixed syntax errors in pipeline event instrumentation — _emit_even…\nhint: Resolve all conflicts manually, mark them as resolved with\nhint: \"git add/rm <conflicted_files>\", then run \"git rebase --continue\".\nhint: You can instead skip this commit: run \"git rebase --skip\".\nhint: To abort and get back to the state before \"git rebase\", run \"git rebase --abort\".\nCould not apply 7aa33cd... fix: Fixed syntax errors in pipeline event instrumentation — _emit_even…\n"}],"isError":false,"timestamp":1774860024526}}
{"type":"message","id":"2eafde7f","parentId":"ae90b595","timestamp":"2026-03-30T08:40:27.937Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_01CXVEsL7tvh8bLZyosWCiae","name":"bash","arguments":{"command":"cd /home/aux/projects/content-to-kb-automator && git rebase --abort && git stash pop 2>&1 | tail -5"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":87,"cacheRead":68398,"cacheWrite":525,"totalTokens":69011,"cost":{"input":0.000005,"output":0.0021750000000000003,"cacheRead":0.034199,"cacheWrite":0.0032812500000000003,"total":0.03966025}},"stopReason":"toolUse","timestamp":1774860024526}}
{"type":"message","id":"1b104c92","parentId":"2eafde7f","timestamp":"2026-03-30T08:40:27.983Z","message":{"role":"toolResult","toolCallId":"toolu_01CXVEsL7tvh8bLZyosWCiae","toolName":"bash","content":[{"type":"text","text":"\t.gsd/milestones/M005/slices/S02/S02-RESEARCH.md\n\t.gsd/runtime/\n\nno changes added to commit (use \"git add\" and/or \"git commit -a\")\nDropped refs/stash@{0} (7887289826920af3c133e7edeebe725c282e097c)\n"}],"isError":false,"timestamp":1774860027981}}
{"type":"message","id":"31e7c08d","parentId":"1b104c92","timestamp":"2026-03-30T08:40:32.482Z","message":{"role":"assistant","content":[{"type":"text","text":"Local repo has merge conflicts. Let me just read the files directly from ub01 where the canonical code lives."},{"type":"toolCall","id":"toolu_01YT4W9QTe4mYMZWhx5y1rWN","name":"bash","arguments":{"command":"ssh ub01 \"cat /vmPool/r/repos/xpltdco/chrysopedia/frontend/src/pages/TechniquePage.tsx\" 2>/dev/null"}},{"type":"toolCall","id":"toolu_01UwnN7phEU7zgmKZ1wHtt7V","name":"bash","arguments":{"command":"ssh ub01 \"wc -l /vmPool/r/repos/xpltdco/chrysopedia/frontend/src/App.css\" 2>/dev/null"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":196,"cacheRead":68398,"cacheWrite":712,"totalTokens":69307,"cost":{"input":0.000005,"output":0.0049,"cacheRead":0.034199,"cacheWrite":0.00445,"total":0.043554}},"stopReason":"toolUse","timestamp":1774860027982}}
{"type":"message","id":"8f784d76","parentId":"31e7c08d","timestamp":"2026-03-30T08:40:32.816Z","message":{"role":"toolResult","toolCallId":"toolu_01YT4W9QTe4mYMZWhx5y1rWN","toolName":"bash","content":[{"type":"text","text":"/**\n * Technique page detail view with version switching.\n *\n * Fetches a single technique by slug. When historical versions exist,\n * shows a version switcher that lets admins view previous snapshots\n * with pipeline metadata (prompt hashes, model config).\n */\n\nimport { useEffect, useState } from \"react\";\nimport { Link, useParams } from \"react-router-dom\";\nimport {\n  fetchTechnique,\n  fetchTechniqueVersions,\n  fetchTechniqueVersion,\n  type TechniquePageDetail as TechniqueDetail,\n  type TechniquePageVersionSummary,\n  type TechniquePageVersionDetail,\n} from \"../api/public-client\";\nimport ReportIssueModal from \"../components/ReportIssueModal\";\n\nfunction formatTime(seconds: number): string {\n  const m = Math.floor(seconds / 60);\n  const s = Math.floor(seconds % 60);\n  return `${m}:${s.toString().padStart(2, \"0\")}`;\n}\n\nfunction formatDate(iso: string): string {\n  return new Date(iso).toLocaleDateString(\"en-US\", {\n    year: \"numeric\",\n    month: \"short\",\n    day: \"numeric\",\n    hour: \"2-digit\",\n    minute: \"2-digit\",\n  });\n}\n\n/** Extract the displayable fields from a version snapshot, matching TechniqueDetail shape. */\nfunction snapshotToOverlay(snapshot: Record<string, unknown>) {\n  return {\n    title: typeof snapshot.title === \"string\" ? snapshot.title : undefined,\n    summary: typeof snapshot.summary === \"string\" ? snapshot.summary : undefined,\n    topic_category:\n      typeof snapshot.topic_category === \"string\"\n        ? snapshot.topic_category\n        : undefined,\n    topic_tags: Array.isArray(snapshot.topic_tags)\n      ? (snapshot.topic_tags as string[])\n      : undefined,\n    body_sections:\n      typeof snapshot.body_sections === \"object\" && snapshot.body_sections !== null\n        ? (snapshot.body_sections as Record<string, unknown>)\n        : undefined,\n    signal_chains: Array.isArray(snapshot.signal_chains)\n      ? (snapshot.signal_chains as unknown[])\n      : undefined,\n    plugins: Array.isArray(snapshot.plugins)\n      ? (snapshot.plugins as string[])\n      : undefined,\n    source_quality:\n      typeof snapshot.source_quality === \"string\"\n        ? snapshot.source_quality\n        : undefined,\n  };\n}\n\nexport default function TechniquePage() {\n  const { slug } = useParams<{ slug: string }>();\n  const [technique, setTechnique] = useState<TechniqueDetail | null>(null);\n  const [loading, setLoading] = useState(true);\n  const [notFound, setNotFound] = useState(false);\n  const [error, setError] = useState<string | null>(null);\n  const [showReport, setShowReport] = useState(false);\n\n  // Version switching\n  const [versions, setVersions] = useState<TechniquePageVersionSummary[]>([]);\n  const [selectedVersion, setSelectedVersion] = useState<string>(\"current\");\n  const [versionDetail, setVersionDetail] =\n    useState<TechniquePageVersionDetail | null>(null);\n  const [versionLoading, setVersionLoading] = useState(false);\n\n  // Load technique + version list\n  useEffect(() => {\n    if (!slug) return;\n\n    let cancelled = false;\n    setLoading(true);\n    setNotFound(false);\n    setError(null);\n    setSelectedVersion(\"current\");\n    setVersionDetail(null);\n    setVersions([]);\n\n    void (async () => {\n      try {\n        const data = await fetchTechnique(slug);\n        if (!cancelled) {\n          setTechnique(data);\n          // Load versions if any exist\n          if (data.version_count > 0) {\n            try {\n              const vRes = await fetchTechniqueVersions(slug);\n              if (!cancelled) setVersions(vRes.items);\n            } catch {\n              // Non-critical — version list fails silently\n            }\n          }\n        }\n      } catch (err) {\n        if (!cancelled) {\n          if (err instanceof Error && err.message.includes(\"404\")) {\n            setNotFound(true);\n          } else {\n            setError(\n              err instanceof Error ? err.message : \"Failed to load technique\",\n            );\n          }\n        }\n      } finally {\n        if (!cancelled) setLoading(false);\n      }\n    })();\n\n    return () => {\n      cancelled = true;\n    };\n  }, [slug]);\n\n  // Load version detail when selection changes\n  useEffect(() => {\n    if (!slug || selectedVersion === \"current\") {\n      setVersionDetail(null);\n      return;\n    }\n\n    let cancelled = false;\n    setVersionLoading(true);\n\n    void (async () => {\n      try {\n        const detail = await fetchTechniqueVersion(\n          slug,\n          Number(selectedVersion),\n        );\n        if (!cancelled) setVersionDetail(detail);\n      } catch {\n        if (!cancelled) setVersionDetail(null);\n      } finally {\n        if (!cancelled) setVersionLoading(false);\n      }\n    })();\n\n    return () => {\n      cancelled = true;\n    };\n  }, [slug, selectedVersion]);\n\n  if (loading) {\n    return <div className=\"loading\">Loading technique…</div>;\n  }\n\n  if (notFound) {\n    return (\n      <div className=\"technique-404\">\n        <h2>Technique Not Found</h2>\n        <p>The technique &ldquo;{slug}&rdquo; doesn&rsquo;t exist.</p>\n        <Link to=\"/\" className=\"btn\">\n          Back to Home\n        </Link>\n      </div>\n    );\n  }\n\n  if (error || !technique) {\n    return (\n      <div className=\"loading error-text\">\n        Error: {error ?? \"Unknown error\"}\n      </div>\n    );\n  }\n\n  // Overlay snapshot fields when viewing a historical version\n  const isHistorical = selectedVersion !== \"current\" && versionDetail != null;\n  const overlay = isHistorical\n    ? snapshotToOverlay(versionDetail.content_snapshot)\n    : null;\n\n  const displayTitle = overlay?.title ?? technique.title;\n  const displaySummary = overlay?.summary ?? technique.summary;\n  const displayCategory = overlay?.topic_category ?? technique.topic_category;\n  const displayTags = overlay?.topic_tags ?? technique.topic_tags;\n  const displaySections = overlay?.body_sections ?? technique.body_sections;\n  const displayChains = overlay?.signal_chains ?? technique.signal_chains;\n  const displayPlugins = overlay?.plugins ?? technique.plugins;\n  const displayQuality = overlay?.source_quality ?? technique.source_quality;\n\n  return (\n    <article className=\"technique-page\">\n      {/* Back link */}\n      <Link to=\"/\" className=\"back-link\">\n        ← Back\n      </Link>\n\n      {/* Historical version banner */}\n      {isHistorical && (\n        <div className=\"technique-banner technique-banner--version\">\n          📋 Viewing version {versionDetail.version_number} from{\" \"}\n          {formatDate(versionDetail.created_at)}\n          <button\n            className=\"btn btn--small btn--primary\"\n            style={{ marginLeft: \"1rem\" }}\n            onClick={() => setSelectedVersion(\"current\")}\n          >\n            Back to current\n          </button>\n        </div>\n      )}\n\n      {/* Unstructured content warning */}\n      {displayQuality === \"unstructured\" && (\n        <div className=\"technique-banner technique-banner--amber\">\n          ⚠ This technique was sourced from a livestream and may have less\n          structured content.\n        </div>\n      )}\n\n      {/* Header */}\n      <header className=\"technique-header\">\n        <h1 className=\"technique-header__title\">{displayTitle}</h1>\n        <div className=\"technique-header__meta\">\n          <span className=\"badge badge--category\">{displayCategory}</span>\n          {displayTags && displayTags.length > 0 && (\n            <span className=\"technique-header__tags\">\n              {displayTags.map((tag) => (\n                <span key={tag} className=\"pill\">\n                  {tag}\n                </span>\n              ))}\n            </span>\n          )}\n          {technique.creator_info && (\n            <Link\n              to={`/creators/${technique.creator_info.slug}`}\n              className=\"technique-header__creator\"\n            >\n              by {technique.creator_info.name}\n            </Link>\n          )}\n          {displayQuality && (\n            <span\n              className={`badge badge--quality badge--quality-${displayQuality}`}\n            >\n              {displayQuality}\n            </span>\n          )}\n        </div>\n\n        {/* Meta stats line */}\n        <div className=\"technique-header__stats\">\n          {(() => {\n            const sourceCount = new Set(\n              technique.key_moments\n                .map((km) => km.video_filename)\n                .filter(Boolean),\n            ).size;\n            const momentCount = technique.key_moments.length;\n            const updated = new Date(technique.updated_at).toLocaleDateString(\n              \"en-US\",\n              { year: \"numeric\", month: \"short\", day: \"numeric\" },\n            );\n            const parts = [\n              `Compiled from ${sourceCount} source${sourceCount !== 1 ? \"s\" : \"\"}`,\n              `${momentCount} key moment${momentCount !== 1 ? \"s\" : \"\"}`,\n            ];\n            if (technique.version_count > 0) {\n              parts.push(\n                `${technique.version_count} version${technique.version_count !== 1 ? \"s\" : \"\"}`,\n              );\n            }\n            parts.push(`Last updated ${updated}`);\n            return parts.join(\" · \");\n          })()}\n        </div>\n\n        {/* Version switcher + report button row */}\n        <div className=\"technique-header__actions\">\n          {versions.length > 0 && (\n            <div className=\"version-switcher\">\n              <label className=\"version-switcher__label\">Version:</label>\n              <select\n                className=\"version-switcher__select\"\n                value={selectedVersion}\n                onChange={(e) => setSelectedVersion(e.target.value)}\n                disabled={versionLoading}\n              >\n                <option value=\"current\">Current (live)</option>\n                {versions.map((v) => (\n                  <option key={v.version_number} value={String(v.version_number)}>\n                    v{v.version_number} — {formatDate(v.created_at)}\n                  </option>\n                ))}\n              </select>\n              {versionLoading && (\n                <span className=\"version-switcher__loading\">Loading…</span>\n              )}\n            </div>\n          )}\n          <button\n            className=\"btn btn--secondary btn--small report-issue-btn\"\n            onClick={() => setShowReport(true)}\n          >\n            ⚑ Report issue\n          </button>\n        </div>\n      </header>\n\n      {/* Pipeline metadata for historical versions */}\n      {isHistorical && versionDetail.pipeline_metadata && (\n        <div className=\"version-metadata\">\n          <h4 className=\"version-metadata__title\">Pipeline metadata (v{versionDetail.version_number})</h4>\n          <div className=\"version-metadata__grid\">\n            {\"model\" in versionDetail.pipeline_metadata && (\n              <div className=\"version-metadata__item\">\n                <span className=\"version-metadata__key\">Model</span>\n                <span className=\"version-metadata__value\">\n                  {String(versionDetail.pipeline_metadata.model)}\n                </span>\n              </div>\n            )}\n            {\"captured_at\" in versionDetail.pipeline_metadata && (\n              <div className=\"version-metadata__item\">\n                <span className=\"version-metadata__key\">Captured</span>\n                <span className=\"version-metadata__value\">\n                  {formatDate(String(versionDetail.pipeline_metadata.captured_at))}\n                </span>\n              </div>\n            )}\n            {typeof versionDetail.pipeline_metadata.prompt_hashes === \"object\" &&\n              versionDetail.pipeline_metadata.prompt_hashes !== null && (\n                <div className=\"version-metadata__item version-metadata__item--wide\">\n                  <span className=\"version-metadata__key\">Prompt hashes</span>\n                  <div className=\"version-metadata__hashes\">\n                    {Object.entries(\n                      versionDetail.pipeline_metadata.prompt_hashes as Record<\n                        string,\n                        string\n                      >,\n                    ).map(([file, hash]) => (\n                      <div key={file} className=\"version-metadata__hash\">\n                        <span className=\"version-metadata__hash-file\">\n                          {file.replace(/^.*\\//, \"\")}\n                        </span>\n                        <code className=\"version-metadata__hash-value\">\n                          {hash.slice(0, 12)}…\n                        </code>\n                      </div>\n                    ))}\n                  </div>\n                </div>\n              )}\n          </div>\n        </div>\n      )}\n\n      {/* Report modal */}\n      {showReport && (\n        <ReportIssueModal\n          contentType=\"technique_page\"\n          contentId={technique.id}\n          contentTitle={technique.title}\n          onClose={() => setShowReport(false)}\n        />\n      )}\n\n      {/* Summary */}\n      {displaySummary && (\n        <section className=\"technique-summary\">\n          <p>{displaySummary}</p>\n        </section>\n      )}\n\n      {/* Study guide prose — body_sections */}\n      {displaySections &&\n        Object.keys(displaySections).length > 0 && (\n          <section className=\"technique-prose\">\n            {Object.entries(displaySections).map(\n              ([sectionTitle, content]: [string, unknown]) => (\n                <div key={sectionTitle} className=\"technique-prose__section\">\n                  <h2>{sectionTitle}</h2>\n                  {typeof content === \"string\" ? (\n                    <p>{content as string}</p>\n                  ) : typeof content === \"object\" && content !== null ? (\n                    <pre className=\"technique-prose__json\">\n                      {JSON.stringify(content, null, 2)}\n                    </pre>\n                  ) : (\n                    <p>{String(content as string)}</p>\n                  )}\n                </div>\n              ),\n            )}\n          </section>\n        )}\n\n      {/* Key moments (always from live data — not versioned) */}\n      {technique.key_moments.length > 0 && (\n        <section className=\"technique-moments\">\n          <h2>Key Moments</h2>\n          <ol className=\"technique-moments__list\">\n            {technique.key_moments.map((km) => (\n              <li key={km.id} className=\"technique-moment\">\n                <div className=\"technique-moment__header\">\n                  <span className=\"technique-moment__title\">{km.title}</span>\n                  {km.video_filename && (\n                    <span className=\"technique-moment__source\">\n                      {km.video_filename}\n                    </span>\n                  )}\n                  <span className=\"technique-moment__time\">\n                    {formatTime(km.start_time)} – {formatTime(km.end_time)}\n                  </span>\n                  <span className=\"badge badge--content-type\">\n                    {km.content_type}\n                  </span>\n                </div>\n                <p className=\"technique-moment__summary\">{km.summary}</p>\n              </li>\n            ))}\n          </ol>\n        </section>\n      )}\n\n      {/* Signal chains */}\n      {displayChains &&\n        displayChains.length > 0 && (\n          <section className=\"technique-chains\">\n            <h2>Signal Chains</h2>\n            {displayChains.map((chain, i) => {\n              const chainObj = chain as Record<string, unknown>;\n              const chainName =\n                typeof chainObj[\"name\"] === \"string\"\n                  ? chainObj[\"name\"]\n                  : `Chain ${i + 1}`;\n              const steps = Array.isArray(chainObj[\"steps\"])\n                ? (chainObj[\"steps\"] as string[])\n                : [];\n              return (\n                <div key={i} className=\"technique-chain\">\n                  <h3>{chainName}</h3>\n                  {steps.length > 0 && (\n                    <div className=\"technique-chain__flow\">\n                      {steps.map((step, j) => (\n                        <span key={j}>\n                          {j > 0 && (\n                            <span className=\"technique-chain__arrow\">\n                              {\" → \"}\n                            </span>\n                          )}\n                          <span className=\"technique-chain__step\">\n                            {String(step)}\n                          </span>\n                        </span>\n                      ))}\n                    </div>\n                  )}\n                </div>\n              );\n            })}\n          </section>\n        )}\n\n      {/* Plugins */}\n      {displayPlugins && displayPlugins.length > 0 && (\n        <section className=\"technique-plugins\">\n          <h2>Plugins Referenced</h2>\n          <div className=\"pill-list\">\n            {displayPlugins.map((plugin) => (\n              <span key={plugin} className=\"pill pill--plugin\">\n                {plugin}\n              </span>\n            ))}\n          </div>\n        </section>\n      )}\n\n      {/* Related techniques (always from live data) */}\n      {technique.related_links.length > 0 && (\n        <section className=\"technique-related\">\n          <h2>Related Techniques</h2>\n          <ul className=\"technique-related__list\">\n            {technique.related_links.map((link) => (\n              <li key={link.target_slug}>\n                <Link to={`/techniques/${link.target_slug}`}>\n                  {link.target_title}\n                </Link>\n                <span className=\"technique-related__rel\">\n                  ({link.relationship})\n                </span>\n              </li>\n            ))}\n          </ul>\n        </section>\n      )}\n    </article>\n  );\n}\n"}],"isError":false,"timestamp":1774860032815}}
{"type":"message","id":"08d24996","parentId":"8f784d76","timestamp":"2026-03-30T08:40:32.818Z","message":{"role":"toolResult","toolCallId":"toolu_01UwnN7phEU7zgmKZ1wHtt7V","toolName":"bash","content":[{"type":"text","text":"2764 /vmPool/r/repos/xpltdco/chrysopedia/frontend/src/App.css\n"}],"isError":false,"timestamp":1774860032815}}
{"type":"message","id":"13ec7c67","parentId":"08d24996","timestamp":"2026-03-30T08:40:38.640Z","message":{"role":"assistant","content":[{"type":"text","text":"Good — I now have the full TechniquePage.tsx (exactly as on ub01) and know App.css is 2764 lines. Let me check the `.app-main` container width and the existing 640px breakpoint that the research mentions."},{"type":"toolCall","id":"toolu_01QDXwspr8fkjsQ1angsZRvq","name":"bash","arguments":{"command":"ssh ub01 \"grep -n 'app-main\\|max-width: 640\\|max-width: 72rem' /vmPool/r/repos/xpltdco/chrysopedia/frontend/src/App.css\" 2>/dev/null"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":173,"cacheRead":69110,"cacheWrite":4883,"totalTokens":74167,"cost":{"input":0.000005,"output":0.004325,"cacheRead":0.034554999999999995,"cacheWrite":0.03051875,"total":0.06940375}},"stopReason":"toolUse","timestamp":1774860032817}}
{"type":"message","id":"5c114bb3","parentId":"13ec7c67","timestamp":"2026-03-30T08:40:38.972Z","message":{"role":"toolResult","toolCallId":"toolu_01QDXwspr8fkjsQ1angsZRvq","toolName":"bash","content":[{"type":"text","text":"177:.app-main {\n178:  max-width: 72rem;\n709:@media (max-width: 640px) {\n1875:@media (max-width: 640px) {\n"}],"isError":false,"timestamp":1774860038970}}
{"type":"message","id":"11ba0f54","parentId":"5c114bb3","timestamp":"2026-03-30T08:40:44.634Z","message":{"role":"assistant","content":[{"type":"text","text":"Research confirmed: `.app-main` is 72rem, `.technique-page` is 48rem. Two existing 640px breakpoints. Now let me read the templates for planning."},{"type":"toolCall","id":"toolu_012Fna2Yvi8eNCgfRk4gkiBi","name":"read","arguments":{"path":"~/.gsd/agent/extensions/gsd/templates/plan.md"}},{"type":"toolCall","id":"toolu_01N6D3pWU7JB9awVww4Pot4L","name":"read","arguments":{"path":"~/.gsd/agent/extensions/gsd/templates/task-plan.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":160,"cacheRead":73993,"cacheWrite":235,"totalTokens":74389,"cost":{"input":0.000005,"output":0.004,"cacheRead":0.0369965,"cacheWrite":0.00146875,"total":0.04247025}},"stopReason":"toolUse","timestamp":1774860038971}}
{"type":"message","id":"d2f40b8a","parentId":"11ba0f54","timestamp":"2026-03-30T08:40:44.639Z","message":{"role":"toolResult","toolCallId":"toolu_012Fna2Yvi8eNCgfRk4gkiBi","toolName":"read","content":[{"type":"text","text":"# {{sliceId}}: {{sliceTitle}}\n\n**Goal:** {{goal}}\n**Demo:** {{demo}}\n\n## Must-Haves\n\n- {{mustHave}}\n- {{mustHave}}\n\n## Threat Surface\n\n<!-- Q3: How can this be exploited? OMIT ENTIRELY for simple slices with no auth, user input, or data exposure. -->\n\n- **Abuse**: {{abuseScenarios — parameter tampering, replay, privilege escalation, or N/A}}\n- **Data exposure**: {{sensitiveDataAccessible — PII, tokens, secrets, or none}}\n- **Input trust**: {{untrustedInput — user input reaching DB/API/filesystem, or none}}\n\n## Requirement Impact\n\n<!-- Q4: What existing promises does this break? OMIT ENTIRELY if no existing requirements are affected. -->\n\n- **Requirements touched**: {{requirementIds — e.g. R001, R003, or none}}\n- **Re-verify**: {{whatMustBeRetested — e.g. login flow, API contract, or N/A}}\n- **Decisions revisited**: {{decisionIds — e.g. D002, or none}}\n\n## Proof Level\n\n<!-- Omit this section entirely for simple slices where the answer is trivially obvious. -->\n\n- This slice proves: {{contract | integration | operational | final-assembly}}\n- Real runtime required: {{yes/no}}\n- Human/UAT required: {{yes/no}}\n\n## Verification\n\n<!-- Define what \"done\" looks like BEFORE detailing tasks.\n     This section is the slice's objective stopping condition — execution isn't done\n     until everything here passes.\n\n     For non-trivial projects:\n     - Write actual test files into the codebase during the first task\n     - Tests should assert on the slice's demo outcome and boundary contracts\n     - Name the test files here so execution has an unambiguous target\n\n     For simple projects or scripts:\n     - Executable verification commands (bash assertions, curl checks, etc.) are sufficient\n\n     If the project has no test framework and the work is non-trivial,\n     the first task should set one up. A test runner costs 2 minutes\n     and pays for itself immediately.\n\n     For non-trivial backend, integration, async, stateful, or UI work:\n     - Include at least one verification check for an observability or failure-path signal\n     - Verify not just that the feature works, but that a future agent can inspect its state when it fails -->\n\n- {{testFileOrCommand — e.g. `npm test -- --grep \"auth flow\"` or `bash scripts/verify-s01.sh`}}\n- {{testFileOrCommand}}\n\n## Observability / Diagnostics\n\n<!-- Include this section for non-trivial backend, integration, async, stateful, or UI slices.\n     OMIT ENTIRELY for simple slices where all fields would be \"none\".\n\n     When included, describe how a future agent will inspect current state, detect failure,\n     and localize the problem with minimal ambiguity. Keep it concise and high-signal. -->\n\n- Runtime signals: {{structured log/event, state transition, metric, or none}}\n- Inspection surfaces: {{status endpoint, CLI command, script, UI state, DB table, or none}}\n- Failure visibility: {{last error, retry count, phase, timestamp, correlation id, or none}}\n- Redaction constraints: {{secret/PII boundary or none}}\n\n## Integration Closure\n\n<!-- Omit this section entirely for simple slices with no meaningful integration concerns. -->\n\n- Upstream surfaces consumed: {{specific files / modules / contracts}}\n- New wiring introduced in this slice: {{entrypoint / composition / runtime hookup, or none}}\n- What remains before the milestone is truly usable end-to-end: {{list or \"nothing\"}}\n\n## Tasks\n\n<!--\n  If every task below is completed exactly as written, the Goal and Demo above\n  should be true at the stated proof level. Tasks should close the loop on the\n  slice, not merely prepare for later work unless the Demo truthfully says the\n  slice only proves fixture/contract-level behavior.\n\n  Write each task as an executable increment, not a vague intention.\n\n  Prefer action-oriented titles:\n  - \"Wire real auth middleware into dashboard routes\"\n  - \"Persist job status and expose failure diagnostics\"\n  - \"Add browser test covering empty-state recovery\"\n\n  Avoid vague titles:\n  - \"Set up auth\"\n  - \"Handle errors\"\n  - \"Improve UI\"\n\n  Each task should usually include:\n  - Why: why this task exists / what part of the slice it closes\n  - Files: the main files likely touched\n  - Do: concrete implementation steps and important constraints\n  - Verify: the command, test, or runtime check that proves it worked\n  - Done when: a measurable acceptance condition\n\n  Keep the checkbox line format exactly:\n  - [ ] **T01: Title** `est:30m`\n-->\n\n- [ ] **T01: {{taskTitle}}** `est:{{estimate}}`\n  - Why: {{whyThisTaskExists}}\n  - Files: `{{filePath}}`, `{{filePath}}`\n  - Do: {{specificImplementationStepsAndConstraints}}\n  - Verify: {{testCommandOrRuntimeCheck}}\n  - Done when: {{measurableAcceptanceCondition}}\n- [ ] **T02: {{taskTitle}}** `est:{{estimate}}`\n  - Why: {{whyThisTaskExists}}\n  - Files: `{{filePath}}`, `{{filePath}}`\n  - Do: {{specificImplementationStepsAndConstraints}}\n  - Verify: {{testCommandOrRuntimeCheck}}\n  - Done when: {{measurableAcceptanceCondition}}\n<!--\n  Format rules (parsers depend on this exact structure):\n  - Checkbox line: - [ ] **T01: Title** `est:30m`\n  - Description:   indented text on the next line(s)\n  - Mark done:     change [ ] to [x]\n  - Tasks execute sequentially in order (T01, T02, T03, ...)\n  - est: is informational (e.g. 30m, 1h, 2h) and optional\n\n  Verify field rules:\n  - MUST be a mechanically executable command: `npm test`, `grep -q \"pattern\" file`, `test -f path`\n  - For content/document tasks: verify file existence, section count, YAML validity, or word count\n    NOT exact phrasing, specific formulas, or \"zero TBD\" aspirational criteria\n  - If no command can verify the output, write: \"Manual review — file exists and is non-empty\"\n  - BAD: \"Sections 3.1 and 3.2 exist with exact formulas. Zero TBD/TODO.\"\n  - GOOD: `grep -c \"^## \" doc.md` returns >= 4 (4+ sections), `! grep -q \"TBD\\|TODO\" doc.md`\n\n  Integration closure rule:\n  - At least one slice in any multi-boundary milestone should perform real composition/wiring, not just contract hardening\n  - For the final assembly slice, verification must exercise the real entrypoint or runtime path\n-->\n\n## Files Likely Touched\n\n- `{{filePath}}`\n- `{{filePath}}`\n"}],"isError":false,"timestamp":1774860044638}}
{"type":"message","id":"73e18be7","parentId":"d2f40b8a","timestamp":"2026-03-30T08:40:44.643Z","message":{"role":"toolResult","toolCallId":"toolu_01N6D3pWU7JB9awVww4Pot4L","toolName":"read","content":[{"type":"text","text":"---\n# Optional scope estimate — helps the plan quality validator detect over-scoped tasks.\n# Tasks with 10+ estimated steps or 12+ estimated files trigger a warning to consider splitting.\nestimated_steps: {{estimatedSteps}}\nestimated_files: {{estimatedFiles}}\n# Installed skills the planner expects the executor to load before coding.\nskills_used:\n  - {{skillName}}\n---\n\n# {{taskId}}: {{taskTitle}}\n\n**Slice:** {{sliceId}} — {{sliceTitle}}\n**Milestone:** {{milestoneId}}\n\n## Description\n\n{{description}}\n\n## Failure Modes\n\n<!-- Q5: What breaks when dependencies fail? OMIT ENTIRELY for tasks with no external dependencies. -->\n\n| Dependency | On error | On timeout | On malformed response |\n|------------|----------|-----------|----------------------|\n| {{dependency}} | {{errorStrategy}} | {{timeoutStrategy}} | {{malformedStrategy}} |\n\n## Load Profile\n\n<!-- Q6: What breaks at 10x load? OMIT ENTIRELY for tasks with no shared resources or scaling concerns. -->\n\n- **Shared resources**: {{sharedResources — DB connections, caches, rate limiters, or none}}\n- **Per-operation cost**: {{perOpCost — N API calls, M DB queries, K bytes, or trivial}}\n- **10x breakpoint**: {{whatBreaksFirst — pool exhaustion, rate limit, memory, or N/A}}\n\n## Negative Tests\n\n<!-- Q7: What negative tests prove robustness? OMIT ENTIRELY for trivial tasks. -->\n\n- **Malformed inputs**: {{malformedInputTests — empty string, null, oversized, wrong type}}\n- **Error paths**: {{errorPathTests — network timeout, auth failure, 5xx, invalid JSON}}\n- **Boundary conditions**: {{boundaryTests — empty list, max length, zero, off-by-one}}\n\n## Steps\n\n1. {{step}}\n2. {{step}}\n3. {{step}}\n\n## Must-Haves\n\n- [ ] {{mustHave}}\n- [ ] {{mustHave}}\n\n## Verification\n\n- {{howToVerifyThisTaskIsActuallyDone}}\n- {{commandToRun_OR_behaviorToCheck}}\n\n## Observability Impact\n\n<!-- OMIT THIS SECTION ENTIRELY for simple tasks that don't touch runtime boundaries,\n     async flows, APIs, background processes, or error paths.\n     Include it only when the task meaningfully changes how failures are detected or diagnosed. -->\n\n- Signals added/changed: {{structured logs, statuses, errors, metrics}}\n- How a future agent inspects this: {{command, endpoint, file, UI state}}\n- Failure state exposed: {{what becomes visible on failure}}\n\n## Inputs\n\n<!-- Every input MUST be a backtick-wrapped file path. These paths are machine-parsed to\n     derive task dependencies — vague descriptions without paths break dependency detection.\n     For the first task in a slice with no prior task outputs, list the existing source files\n     this task reads or modifies. -->\n\n- `{{filePath}}` — {{whatThisTaskNeedsFromPriorWork}}\n\n## Expected Output\n\n<!-- Every output MUST be a backtick-wrapped file path — the specific files this task creates\n     or modifies. These paths are machine-parsed to derive task dependencies.\n     This task should produce a real increment toward making the slice goal/demo true. A full\n     slice plan should not be able to mark every task complete while the claimed slice behavior\n     still does not work at the stated proof level. -->\n\n- `{{filePath}}` — {{whatThisTaskCreatesOrModifies}}\n"}],"isError":false,"timestamp":1774860044638}}
{"type":"message","id":"eb3ba2e3","parentId":"73e18be7","timestamp":"2026-03-30T08:40:54.002Z","message":{"role":"assistant","content":[{"type":"text","text":"Now I have the full picture. Let me check which requirements this slice owns per the roadmap.\n\nLooking at the roadmap: S02 is \"Technique Page 2-Column Layout\" with no explicit requirement ownership listed. However, R006 (Technique Page Display) is already validated and this slice enhances its layout. R015 (30-Second Retrieval Target) is still active and a better layout could support it, but this slice doesn't directly advance it.\n\nThe research recommends a single task — this is a straightforward CSS grid + JSX restructuring with no new API endpoints, no logic changes, no new dependencies. I agree. One task is the right call: the CSS and JSX changes are tightly coupled and splitting them would add coordination overhead for no benefit.\n\nLet me verify one more thing — the exact line where the technique-page mobile styles are:"},{"type":"toolCall","id":"toolu_0197BFPu6kbcS7JjKuyzoxp8","name":"bash","arguments":{"command":"ssh ub01 \"sed -n '1875,1920p' /vmPool/r/repos/xpltdco/chrysopedia/frontend/src/App.css\" 2>/dev/null"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":289,"cacheRead":74228,"cacheWrite":2768,"totalTokens":77286,"cost":{"input":0.000005,"output":0.0072250000000000005,"cacheRead":0.037114,"cacheWrite":0.0173,"total":0.061644000000000004}},"stopReason":"toolUse","timestamp":1774860044640}}
{"type":"message","id":"5664bbab","parentId":"eb3ba2e3","timestamp":"2026-03-30T08:40:54.327Z","message":{"role":"toolResult","toolCallId":"toolu_0197BFPu6kbcS7JjKuyzoxp8","toolName":"bash","content":[{"type":"text","text":"@media (max-width: 640px) {\n  .home-hero__title {\n    font-size: 1.75rem;\n  }\n\n  .nav-cards {\n    grid-template-columns: 1fr;\n  }\n\n  .technique-header__title {\n    font-size: 1.375rem;\n  }\n\n  .search-form {\n    flex-direction: column;\n  }\n\n  .search-input--hero {\n    width: 100%;\n  }\n\n  .app-nav {\n    gap: 0.75rem;\n    font-size: 0.8125rem;\n  }\n\n  .creators-controls {\n    flex-direction: column;\n    align-items: stretch;\n  }\n\n  .creator-row {\n    flex-direction: column;\n    align-items: flex-start;\n    gap: 0.375rem;\n  }\n\n  .creator-row__stats {\n    margin-left: 0;\n    white-space: normal;\n    flex-wrap: wrap;\n  }\n\n  .creators-browse__title,\n  .topics-browse__title,\n  .creator-detail__name {\n"}],"isError":false,"timestamp":1774860054323}}
{"type":"message","id":"87bec630","parentId":"5664bbab","timestamp":"2026-03-30T08:41:29.929Z","message":{"role":"assistant","content":[{"type":"text","text":"Good. The 640px breakpoint includes `.technique-header__title` sizing. The new 2-column collapse at 768px won't conflict — it's a separate concern (grid columns vs font size).\n\nNow I'll plan the slice with a single task."},{"type":"toolCall","id":"toolu_01HUDZefGVribiS8EzDN5F24","name":"gsd_plan_slice","arguments":{"goal":"Technique page shows prose content (summary + body sections) on the left and sidebar content (key moments, signal chains, plugins, related techniques) on the right at desktop widths, collapsing to a single column on mobile/tablet.","integrationClosure":"- Upstream: reads existing `TechniquePage.tsx` JSX structure and `App.css` technique section styles\n- New wiring: CSS grid wrapper divs around existing JSX sections — no new components, no API changes\n- What remains: S03 (Key Moment Card Redesign) depends on this slice for the sidebar container width","milestoneId":"M005","observabilityImpact":"None — pure CSS/JSX layout change with no runtime state, async flows, or error paths.","proofLevel":"Visual + build verification. Real runtime required (browser check against running app). No UAT required.","sliceId":"S02","successCriteria":"- Technique page uses CSS grid 2-column layout at desktop widths (≥768px)\n- Left column contains summary and body sections (study guide prose)\n- Right column contains key moments, signal chains, plugins, and related techniques\n- Full-width header (title, meta, banners, version switcher) spans above both columns\n- Layout collapses to single column below 768px\n- Existing 640px mobile breakpoint styles still function correctly\n- `npx tsc --noEmit` passes with zero errors\n- `npm run build` produces a successful production build\n- Visual verification at http://ub01:8096/techniques/{slug} confirms 2-column layout","tasks":[{"description":"Add a CSS grid wrapper to TechniquePage.tsx that places summary + body sections in the left column and key moments + signal chains + plugins + related techniques in the right column. Add corresponding CSS grid rules to App.css with a responsive breakpoint at 768px that collapses to single column. Widen .technique-page max-width from 48rem to ~64rem to accommodate the sidebar.\n\nThe executor should work on the ub01 remote repo at /vmPool/r/repos/xpltdco/chrysopedia since that's the canonical development directory. Use SSH commands or work locally and push.\n\n## Steps\n\n1. Read `frontend/src/App.css` lines around the `.technique-page` rule (line ~1179) and the technique section CSS (lines 1179–1420) to understand current spacing.\n\n2. In `frontend/src/App.css`, change `.technique-page { max-width: 48rem }` to `max-width: 64rem`.\n\n3. Add new CSS grid rules after the `.technique-page` block:\n   ```css\n   .technique-columns {\n     display: grid;\n     grid-template-columns: 1fr 22rem;\n     gap: 2rem;\n     align-items: start;\n   }\n   .technique-columns__main {\n     min-width: 0; /* prevent grid blowout */\n   }\n   .technique-columns__sidebar {\n     position: sticky;\n     top: 1.5rem;\n   }\n   @media (max-width: 768px) {\n     .technique-columns {\n       grid-template-columns: 1fr;\n     }\n     .technique-columns__sidebar {\n       position: static;\n     }\n   }\n   ```\n\n4. In `frontend/src/pages/TechniquePage.tsx`, wrap the content sections in a grid container. After the header/report-modal and before the `{/* Summary */}` comment, open a `<div className=\"technique-columns\">` with two children:\n   - `<div className=\"technique-columns__main\">` containing the Summary section and Body Sections\n   - `<div className=\"technique-columns__sidebar\">` containing Key Moments, Signal Chains, Plugins, and Related Techniques\n   Close the `.technique-columns` div after the Related Techniques section.\n\n5. Run `cd frontend && npx tsc --noEmit` to verify no TypeScript errors.\n\n6. Run `cd frontend && npm run build` to verify production build succeeds.\n\n7. Rebuild and restart the web container on ub01: `docker compose build chrysopedia-web-8096 && docker compose up -d chrysopedia-web-8096`\n\n8. Visually verify at http://ub01:8096/techniques/ (pick any technique slug) that:\n   - At desktop width: prose on left, sidebar on right\n   - At narrow width (<768px): single column\n   - Header spans full width above both columns\n   - Existing 640px mobile styles still work (title size reduction, etc.)\n\n## Must-Haves\n\n- [ ] `.technique-page` max-width widened from 48rem to ~64rem\n- [ ] New `.technique-columns` CSS grid with `1fr 22rem` columns\n- [ ] Summary + body sections in left column\n- [ ] Key moments + signal chains + plugins + related in right column\n- [ ] Responsive collapse to 1 column at ≤768px\n- [ ] Sidebar sticky positioning at desktop widths\n- [ ] `npx tsc --noEmit` passes\n- [ ] `npm run build` succeeds\n- [ ] All CSS uses existing custom properties (no new hardcoded colors)","estimate":"45m","expectedOutput":["`frontend/src/pages/TechniquePage.tsx` — modified with `.technique-columns` grid wrapper divs around content sections","`frontend/src/App.css` — modified with widened `.technique-page` max-width, new `.technique-columns` grid rules, and 768px responsive breakpoint"],"files":["frontend/src/pages/TechniquePage.tsx","frontend/src/App.css"],"inputs":["`frontend/src/pages/TechniquePage.tsx` — existing technique page component (~310 lines) with single-column JSX layout","`frontend/src/App.css` — existing styles with `.technique-page { max-width: 48rem }` at line ~1179 and technique section CSS through line ~1420"],"taskId":"T01","title":"Implement 2-column CSS grid layout for technique pages","verify":"cd frontend && npx tsc --noEmit && npm run build"}]}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":1770,"cacheRead":76996,"cacheWrite":582,"totalTokens":79349,"cost":{"input":0.000005,"output":0.044250000000000005,"cacheRead":0.038498,"cacheWrite":0.0036375,"total":0.0863905}},"stopReason":"toolUse","timestamp":1774860054325}}
{"type":"message","id":"61a405be","parentId":"87bec630","timestamp":"2026-03-30T08:41:29.968Z","message":{"role":"toolResult","toolCallId":"toolu_01HUDZefGVribiS8EzDN5F24","toolName":"gsd_plan_slice","content":[{"type":"text","text":"Planned slice S02 (M005)"}],"details":{"operation":"plan_slice","milestoneId":"M005","sliceId":"S02","planPath":"/home/aux/projects/content-to-kb-automator/.gsd/milestones/M005/slices/S02/S02-PLAN.md","taskPlanPaths":["/home/aux/projects/content-to-kb-automator/.gsd/milestones/M005/slices/S02/tasks/T01-PLAN.md"]},"isError":false,"timestamp":1774860089965}}
{"type":"message","id":"bfbe6452","parentId":"61a405be","timestamp":"2026-03-30T08:41:34.308Z","message":{"role":"assistant","content":[{"type":"text","text":"Plan is persisted. Let me verify the generated files look correct."},{"type":"toolCall","id":"toolu_015ntyVm6Go931rumroHgU3d","name":"read","arguments":{"path":".gsd/milestones/M005/slices/S02/S02-PLAN.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":89,"cacheRead":77578,"cacheWrite":1763,"totalTokens":79431,"cost":{"input":0.000005,"output":0.002225,"cacheRead":0.038789,"cacheWrite":0.01101875,"total":0.05203775}},"stopReason":"toolUse","timestamp":1774860089966}}
{"type":"message","id":"16286f79","parentId":"bfbe6452","timestamp":"2026-03-30T08:41:34.315Z","message":{"role":"toolResult","toolCallId":"toolu_015ntyVm6Go931rumroHgU3d","toolName":"read","content":[{"type":"text","text":"# S02: Technique Page 2-Column Layout\n\n**Goal:** Technique page shows prose content (summary + body sections) on the left and sidebar content (key moments, signal chains, plugins, related techniques) on the right at desktop widths, collapsing to a single column on mobile/tablet.\n**Demo:** After this: Technique page shows prose content on left, plugins/moments/chains on right at desktop widths. Single column on mobile.\n\n## Tasks\n- [ ] **T01: Implement 2-column CSS grid layout for technique pages** — Add a CSS grid wrapper to TechniquePage.tsx that places summary + body sections in the left column and key moments + signal chains + plugins + related techniques in the right column. Add corresponding CSS grid rules to App.css with a responsive breakpoint at 768px that collapses to single column. Widen .technique-page max-width from 48rem to ~64rem to accommodate the sidebar.\n\nThe executor should work on the ub01 remote repo at /vmPool/r/repos/xpltdco/chrysopedia since that's the canonical development directory. Use SSH commands or work locally and push.\n\n## Steps\n\n1. Read `frontend/src/App.css` lines around the `.technique-page` rule (line ~1179) and the technique section CSS (lines 1179–1420) to understand current spacing.\n\n2. In `frontend/src/App.css`, change `.technique-page { max-width: 48rem }` to `max-width: 64rem`.\n\n3. Add new CSS grid rules after the `.technique-page` block:\n   ```css\n   .technique-columns {\n     display: grid;\n     grid-template-columns: 1fr 22rem;\n     gap: 2rem;\n     align-items: start;\n   }\n   .technique-columns__main {\n     min-width: 0; /* prevent grid blowout */\n   }\n   .technique-columns__sidebar {\n     position: sticky;\n     top: 1.5rem;\n   }\n   @media (max-width: 768px) {\n     .technique-columns {\n       grid-template-columns: 1fr;\n     }\n     .technique-columns__sidebar {\n       position: static;\n     }\n   }\n   ```\n\n4. In `frontend/src/pages/TechniquePage.tsx`, wrap the content sections in a grid container. After the header/report-modal and before the `{/* Summary */}` comment, open a `<div className=\"technique-columns\">` with two children:\n   - `<div className=\"technique-columns__main\">` containing the Summary section and Body Sections\n   - `<div className=\"technique-columns__sidebar\">` containing Key Moments, Signal Chains, Plugins, and Related Techniques\n   Close the `.technique-columns` div after the Related Techniques section.\n\n5. Run `cd frontend && npx tsc --noEmit` to verify no TypeScript errors.\n\n6. Run `cd frontend && npm run build` to verify production build succeeds.\n\n7. Rebuild and restart the web container on ub01: `docker compose build chrysopedia-web-8096 && docker compose up -d chrysopedia-web-8096`\n\n8. Visually verify at http://ub01:8096/techniques/ (pick any technique slug) that:\n   - At desktop width: prose on left, sidebar on right\n   - At narrow width (<768px): single column\n   - Header spans full width above both columns\n   - Existing 640px mobile styles still work (title size reduction, etc.)\n\n## Must-Haves\n\n- [ ] `.technique-page` max-width widened from 48rem to ~64rem\n- [ ] New `.technique-columns` CSS grid with `1fr 22rem` columns\n- [ ] Summary + body sections in left column\n- [ ] Key moments + signal chains + plugins + related in right column\n- [ ] Responsive collapse to 1 column at ≤768px\n- [ ] Sidebar sticky positioning at desktop widths\n- [ ] `npx tsc --noEmit` passes\n- [ ] `npm run build` succeeds\n- [ ] All CSS uses existing custom properties (no new hardcoded colors)\n  - Estimate: 45m\n  - Files: frontend/src/pages/TechniquePage.tsx, frontend/src/App.css\n  - Verify: cd frontend && npx tsc --noEmit && npm run build\n"}],"isError":false,"timestamp":1774860094312}}
{"type":"message","id":"ed40ba06","parentId":"16286f79","timestamp":"2026-03-30T08:41:37.447Z","message":{"role":"assistant","content":[{"type":"toolCall","id":"toolu_0136eA2qyYZtp9jYYT4knNvE","name":"read","arguments":{"path":".gsd/milestones/M005/slices/S02/tasks/T01-PLAN.md"}}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":76,"cacheRead":79341,"cacheWrite":1139,"totalTokens":80557,"cost":{"input":0.000005,"output":0.0019,"cacheRead":0.0396705,"cacheWrite":0.00711875,"total":0.048694249999999994}},"stopReason":"toolUse","timestamp":1774860094313}}
{"type":"message","id":"ca747d9c","parentId":"ed40ba06","timestamp":"2026-03-30T08:41:37.451Z","message":{"role":"toolResult","toolCallId":"toolu_0136eA2qyYZtp9jYYT4knNvE","toolName":"read","content":[{"type":"text","text":"---\nestimated_steps: 51\nestimated_files: 2\nskills_used: []\n---\n\n# T01: Implement 2-column CSS grid layout for technique pages\n\nAdd a CSS grid wrapper to TechniquePage.tsx that places summary + body sections in the left column and key moments + signal chains + plugins + related techniques in the right column. Add corresponding CSS grid rules to App.css with a responsive breakpoint at 768px that collapses to single column. Widen .technique-page max-width from 48rem to ~64rem to accommodate the sidebar.\n\nThe executor should work on the ub01 remote repo at /vmPool/r/repos/xpltdco/chrysopedia since that's the canonical development directory. Use SSH commands or work locally and push.\n\n## Steps\n\n1. Read `frontend/src/App.css` lines around the `.technique-page` rule (line ~1179) and the technique section CSS (lines 1179–1420) to understand current spacing.\n\n2. In `frontend/src/App.css`, change `.technique-page { max-width: 48rem }` to `max-width: 64rem`.\n\n3. Add new CSS grid rules after the `.technique-page` block:\n   ```css\n   .technique-columns {\n     display: grid;\n     grid-template-columns: 1fr 22rem;\n     gap: 2rem;\n     align-items: start;\n   }\n   .technique-columns__main {\n     min-width: 0; /* prevent grid blowout */\n   }\n   .technique-columns__sidebar {\n     position: sticky;\n     top: 1.5rem;\n   }\n   @media (max-width: 768px) {\n     .technique-columns {\n       grid-template-columns: 1fr;\n     }\n     .technique-columns__sidebar {\n       position: static;\n     }\n   }\n   ```\n\n4. In `frontend/src/pages/TechniquePage.tsx`, wrap the content sections in a grid container. After the header/report-modal and before the `{/* Summary */}` comment, open a `<div className=\"technique-columns\">` with two children:\n   - `<div className=\"technique-columns__main\">` containing the Summary section and Body Sections\n   - `<div className=\"technique-columns__sidebar\">` containing Key Moments, Signal Chains, Plugins, and Related Techniques\n   Close the `.technique-columns` div after the Related Techniques section.\n\n5. Run `cd frontend && npx tsc --noEmit` to verify no TypeScript errors.\n\n6. Run `cd frontend && npm run build` to verify production build succeeds.\n\n7. Rebuild and restart the web container on ub01: `docker compose build chrysopedia-web-8096 && docker compose up -d chrysopedia-web-8096`\n\n8. Visually verify at http://ub01:8096/techniques/ (pick any technique slug) that:\n   - At desktop width: prose on left, sidebar on right\n   - At narrow width (<768px): single column\n   - Header spans full width above both columns\n   - Existing 640px mobile styles still work (title size reduction, etc.)\n\n## Must-Haves\n\n- [ ] `.technique-page` max-width widened from 48rem to ~64rem\n- [ ] New `.technique-columns` CSS grid with `1fr 22rem` columns\n- [ ] Summary + body sections in left column\n- [ ] Key moments + signal chains + plugins + related in right column\n- [ ] Responsive collapse to 1 column at ≤768px\n- [ ] Sidebar sticky positioning at desktop widths\n- [ ] `npx tsc --noEmit` passes\n- [ ] `npm run build` succeeds\n- [ ] All CSS uses existing custom properties (no new hardcoded colors)\n\n## Inputs\n\n- ``frontend/src/pages/TechniquePage.tsx` — existing technique page component (~310 lines) with single-column JSX layout`\n- ``frontend/src/App.css` — existing styles with `.technique-page { max-width: 48rem }` at line ~1179 and technique section CSS through line ~1420`\n\n## Expected Output\n\n- ``frontend/src/pages/TechniquePage.tsx` — modified with `.technique-columns` grid wrapper divs around content sections`\n- ``frontend/src/App.css` — modified with widened `.technique-page` max-width, new `.technique-columns` grid rules, and 768px responsive breakpoint`\n\n## Verification\n\ncd frontend && npx tsc --noEmit && npm run build\n"}],"isError":false,"timestamp":1774860097449}}
{"type":"message","id":"1aad9d0d","parentId":"ca747d9c","timestamp":"2026-03-30T08:41:48.255Z","message":{"role":"assistant","content":[{"type":"text","text":"The estimated_steps got inflated (51) because it parsed the multi-line description. That's cosmetic — the actual work is 8 steps on 2 files, well within scope.\n\n**Self-audit:**\n\n1. **Completion semantics:** If T01 is completed as written — widened max-width, CSS grid rules, JSX wrappers, responsive breakpoint — the slice goal (2-column at desktop, single on mobile) is achieved. ✓\n2. **Requirement coverage:** No active requirements are owned by this slice. R006 (Technique Page Display) is already validated — this enhances its layout without changing functionality. ✓\n3. **Task completeness:** Steps, must-haves, verification, inputs, expected output all have concrete paths. ✓\n4. **Dependency correctness:** Single task, no ordering concerns. ✓\n5. **Key links planned:** CSS classes in App.css match className references in TechniquePage.tsx. Step 4 explicitly names the wrapper structure. ✓\n6. **Scope sanity:** 8 steps, 2 files. Well within bounds. ✓\n7. **Feature completeness:** The single task delivers the full user-visible layout change. ✓\n8. **Quality gates:** Omitted — this is a pure CSS/JSX layout change with no auth, user input, data exposure, or affected requirements. ✓\n\nSlice S02 planned."}],"api":"anthropic-messages","provider":"anthropic","model":"claude-opus-4-6","usage":{"input":1,"output":332,"cacheRead":79341,"cacheWrite":2309,"totalTokens":81983,"cost":{"input":0.000005,"output":0.0083,"cacheRead":0.0396705,"cacheWrite":0.014431250000000001,"total":0.06240675}},"stopReason":"stop","timestamp":1774860097450}}
