Retrieval policy (MVP)
- •topK vector search on embedding table joined with chunk/content_block.
- •Return: chunks + doc title + block reference so UI can jump to evidence.
- •Keep response deterministic: include score, document_id, block_id.
Guardrails
- •Never hallucinate citations. If no evidence, say so and return empty citations.