Source-backed AI workflow notes.

A practical architecture guide for production agent harnesses: decompose the harness into replaceable jobs, design prompt caching into context layout, enforce tool policy in code, separate sessions from world state, and make verification a final gate.

A practical argument for improving vector search by using LLMs to compile raw evidence into semantic cards, query probes, hard negatives, trust metadata, and evaluation harnesses before embedding.