- backend/mcp/architect_agent.py: generate_options + revise on Claude (prompt-
cached thesis context, claude-opus-4-8, Ten31 voice rules). Writes N variant
drafts to a node's variant group; nothing canonical without human approval.
Fails gracefully if the API key / SDK is absent.
- server.py endpoints: GET /api/architect/status, GET /api/thesis/{key}/tree,
GET /api/thesis/nodes/{id}/variants, POST .../generate, POST .../feedback,
POST /api/thesis/lines, POST /api/thesis/lines/{key}/nodes. architect_tools
gains get_node_variants.
- Dockerfile installs `anthropic`; docker_entrypoint loads ANTHROPIC_API_KEY from
/data/secrets/anthropic-api-key (self-disabling until the key is dropped in).
Full HTTP surface verified end-to-end (graceful 502 without a key).
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
- backend/ingest/sync_scheduler.py: periodic incremental-sync loop (every
CRM_INGEST_SYNC_INTERVAL_MIN min); resilient, --once for testing.
- start9/0.4: "Refresh search index" action (incremental sync.py); entrypoint
launches the scheduler as a background process when Spark/Qdrant are set;
CRM_INGEST_SYNC_INTERVAL_MIN env; pre-release note on fastembed/mcp pins.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
- 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