AI feature engineering — llama, embeddings, RAG quality, inference reliability, cost/token discipline.
System architecture, structured code review bar, and technical documentation.
Backend HTTP API, SQLite, Qdrant, integration contracts, schema and migration safety.
Maturity / inspection pass over [ORG_NAME] code sections (BCS). Load your org’s code-sections ledger, run verify ladder, update shared_context summary on main when columns change.
Data pipelines, ingest, remediation, entity quality — PDF/docs through to vector store.
Decision continuity, handoffs, supersession — Engineering Orchestrator (Mike) accountable; pair with session-notes.
Production frontend work — React 19, TypeScript, Vite, PrimeReact, [ORG_NAME] apps (client, system-console, dashboard).
Use when running or documenting a quality gate check for a release milestone. Covers gate criteria verification, evidence collection, and reporting.