- embed_batch now issues one batched /api/embed request (the old loop
made one /api/embeddings round-trip per chunk) with a per-text
fallback that preserves None-for-failed semantics
- update_from_page embeds all chunks in that single call and stores
them in one Qdrant batch upsert (upsert_points)
- reindex order reversed: upsert new points first, then prune stale ids
(deterministic uuid5 ids make overwrite safe) so a mid-way failure no
longer leaves the page with zero vectors
- VectorUpdateSummary gains status (success/partial/failed) and
chunks_skipped; all-embeddings-failed keeps old vectors and reports
failure instead of success=True
Measured on a 7-chunk page ingest (local server, llm_tester):
~375ms -> ~181ms median over 3 runs.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01QbFZyDvYksazX6nYQYZ67L
ROOT CAUSE (investigated read-only against prod): the production
container sets OLLAMA_MODEL=nomic-embed-text (the embedding model), which
the pre-rename generation setting also read, so every consolidation
/api/generate call failed with HTTP 400 ('"nomic-embed-text" does not
support generate' - confirmed in prod logs and by a direct Ollama probe).
_classify_web_results_unified swallowed that as an empty classification,
and consolidate_knowledge marked EVERY SearchQuery processed anyway -
permanently draining the queue with zero pages ever created. Live Neo4j
shows 197/200 SearchQuery nodes processed=true with no output; every
subsequent 30-minute run then logged 'No unprocessed searches found'.
The label/tenant scoping was NOT at fault: persistence writes both the
tenant label and the plain :SearchQuery label the loop matches on.
The model resolution itself was already fixed in Phase A (94482bc,
ollama_llm_model / OLLAMA_LLM_MODEL). This commit repairs the pipeline
defect that masked it:
- LLM infrastructure failure (no output from generate) now raises
ConsolidationLLMUnavailableError instead of returning an empty routing
- consolidate_knowledge leaves those searches UNPROCESSED for the next
run, aborts the rest of the batch (the LLM is down for all of them),
and reports searches_deferred
- unparseable-but-present model output is still consumed (avoids
retrying a bad prompt forever); low-web skips unchanged
- every run logs 'Consolidation run complete: searches_processed=N
searches_deferred=M duration_ms=X'; both fields added to the response
- lookback boundary is now timezone-aware UTC (Neo4j datetime() reads
naive strings as UTC, shifting the window on CET hosts)
10 new offline regression tests.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01QbFZyDvYksazX6nYQYZ67L
Replace the four stub endpoints with real implementations, all requiring
an explicit tenant user (Phase B rule):
- /ingest/check-updates: GraphService now records a SHA-256 content_hash
on every Document node at ingestion time; the endpoint compares those
stored hashes against current Wiki.js page content in one UNWIND Cypher
query per tenant and returns changed/new/deleted page lists (entity-stub
pages excluded, pre-hash-tracking documents flagged stored_hash_missing).
- /ingest/status/{job_id}: backed by the Redis JobManager; jobs are
tenant-scoped (foreign jobs 404). /ingest/page, /ingest/batch and
/ingest/all now create job records and return job_id.
- /ingest/repo-status/{repository}: wiki page count vs indexed Document
nodes under users/{tenant}/{repository} plus tenant job stats.
- /deduplicate/check: tenant-scoped Qdrant similarity scan; chunk pairs
above ~0.9 cosine from different pages grouped per page pair with best
score and page references (read-only).
Supporting changes: get_job_manager dependency (+ shutdown close),
scroll_all_points can return vectors, VectorService.find_duplicate_pairs,
src/core/hashing.compute_content_hash. 13 new offline unit tests.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01QbFZyDvYksazX6nYQYZ67L
Remove the implicit jpmschweitzer default tenant (DEFAULT_USER) from
src/core/multi_tenancy.py and every endpoint and request model that
inherited it (~40 endpoints across /query, /wiki, /vector, /graph,
/ingest, /volatile, /documents, /stats, /rag).
- Add validate_required_user() + RequiredUser pydantic type in
multi_tenancy and a shared require_user FastAPI dependency
(RequiredUserQuery) that rejects missing, empty, and whitespace-only
users with 422, following the /maintenance/* pattern.
- Wiki page create / smart-create / dossier request models now require
user (no fallback in wiki_service).
- /maintenance/cleanup/test-data derives the tenant from the page path
instead of using the production tenant collection.
- Wiki.js change listener skips changes when no tenant user can be
derived from the notification email instead of defaulting to the
production tenant.
- Consolidation service internal helpers no longer default to the
production tenant.
- Tool catalog marks user as required with honest descriptions.
- OpenAPI descriptions updated honestly; CHANGELOG notes that callers
(tatlock, Scheduler ingest tasks) must now send explicit user.
- Offline tests: 422 coverage for query/body endpoints, required-user
validator tests; updated legacy tests that assumed a default tenant.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Each retrieval leg (vector, graph, web, volatile, documents) now returns
(results, timing, error) instead of swallowing exceptions to an empty list.
The response reports per-leg status ('ok'/'failed'/'disabled') in
source_status and sets degraded=true when any enabled leg failed. Failed
legs still contribute no results (behavior unchanged) and are logged at
WARNING. Both fields are additive with defaults, so deploy order relative
to consumers does not matter.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
TTL = 2x refresh interval ensures data remains valid even if a
scheduled refresh is delayed or fails.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add FORECAST namespace for multi-day outlook (12hr TTL)
- WEATHER namespace now stores only current conditions (1hr TTL)
- Split fetch_weather into fetch_current_weather + fetch_forecast
- Add POST /volatile/fetch/forecast/{city} endpoint
- Different update frequencies for efficient caching
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Weather fetch now returns 7-day forecasts with UV index
- New /volatile/fetch/sun/{city} endpoint for sunrise/sunset
- New /volatile/fetch/air_quality/{city} endpoint for AQI and pollutants
- OpenMeteoProvider now implements AirQualityProvider interface
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Phase C of memory system: Documents are now a retrieval source alongside
wiki, volatile, and web search.
Changes:
- Add enable_documents, document_limit, document_threshold to HybridRAGConfig
- Add paperless_id field to HybridRAGResult
- Add document_ms timing to TimingBreakdown
- Add document search to parallel retrieval (filters doc_type=document)
- Update RRF fusion to include documents as fourth source
- Add document metadata (correspondent, document_type, tags) to results
HybridRAG now searches 4 sources in parallel:
- Wiki (vector + graph merged)
- Volatile cache (priority boost)
- Paperless documents (new)
- Web search
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add MemoryRouteClassification and MemoryRoutingResult models
- Implement unified classifier (_classify_web_results_unified) that routes
web results to: wiki, volatile, file (Paperless), prefetch, or skip
- Add routing methods: _route_to_volatile, _route_to_files, _register_prefetch
- Update _process_search to use unified classifier instead of separate analysis
- Add get_volatile_cache_service factory to dependencies
- Wire volatile_service and settings_client into ConsolidationService
- Update ConsolidationResult/Response with new routing counters
Test fixes:
- Fix WikiJSClient fixtures to use api_token instead of username/password
- Fix entity linking test assertions to expect full user-namespaced paths
- Add sample_unified_classification fixture for new classifier format
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Paperless API requires field ID (integer) not field name (string)
when updating custom fields. Now looks up field ID by name before
updating library_indexed custom field.
Also includes webhook debugging endpoint for development.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Change model field from document_id to id (Paperless sends id)
- Add content, created, modified, added, original_file_name, owner fields
- Add extra="ignore" config to handle additional Paperless fields
- Update sync service to use content from webhook payload
- Skip Paperless API call when content already provided
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add /documents router with webhook, upload, search, health endpoints
- Create DocumentSyncService for indexing documents to vectors/graph
- Add PaperlessClient for REST API integration
- Configure dependency injection for Paperless client
- Add document models for webhook payloads and responses
- Event-driven architecture via Paperless workflow webhooks
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Migrate volatile backend from Redis to Qdrant for semantic search
- Add natural language conversion for structured data embedding
- Simplify API: /volatile/search, /volatile/store, /{namespace}/{key}
- Integrate volatile into HybridRAG with priority boost in RRF fusion
- Add POST /maintenance/cleanup/volatile for expiry purging
- Update tests for new Qdrant-based architecture (37/37 pass)
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add /rag/search endpoint for web, news, and image search via SearXNG
- Add /content/extract and /content/extract/batch endpoints
- Add ContentExtractor client using Trafilatura for content extraction
- Enhance HybridRAG web search with full content extraction
- Add Redis caching for search results
- Add new configuration options for search and extraction timeouts
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Add POST /wiki/pages/smart-create endpoint that combines research with
content generation for the librarian agent:
- Run HybridRAG search on topic (wiki + graph + web)
- Use LLM (WikiPageWriter) to synthesize findings into wiki content
- Create page with proper attribution and sources
- Schedule background tasks for vector/graph indexing
- Apply bidirectional entity linking (forward + backward links)
New files:
- src/services/entity_linking_utils.py - shared entity linking helper
Modified:
- src/models/wiki.py - WikiSmartCreateRequest/Response models
- src/services/wiki_service.py - smart_create_page() method
- src/routers/wiki.py - /pages/smart-create endpoint
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
