"""Ten31 Phase-0 ingest pipeline (entity resolution, chunking, embed, Qdrant upsert).

All modules are local-only and read the CRM by SQLite file path (CRM is canonical;
the canonical/vector layers are derived). No real data is sent to Claude here.
"""