- Fuzzy tier (backend/ingest/fuzzy_resolve.py + llm.py): local Qwen adjudicates
the deterministic resolver's flagged name-variant candidates; merges are
durable via entity_merges (deterministic re-runs respect them), losers
soft-deleted, logged. Idempotent.
- Incremental sync (backend/ingest/sync.py): re-embeds only rows changed since a
watermark (ingest_sync_state); first run / --recreate = full. Tested full→0→1.
- Start9 packaging (start9/0.4): Dockerfile bundles ingest+mcp + fastembed/mcp;
"Build search index" action runs the init in a subcontainer; MCP shipped as a
manual stdio server (not a daemon); version 0.1.0:44. INGEST_PACKAGING.md.
- backfill.py: factored embed_and_upsert() shared with sync.
Verified end-to-end on synthetic data + live Sparks/Qwen/Qdrant.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Keysat
f357c23c75