产品与架构决策
- Keep deterministic readiness and regulatory rules distinct from generated narrative.
- Ground funding and country guidance in curated records and retrieval instead of prompt memory alone.
- Run profiling, compliance, use-case, and report work as a staged pipeline with persisted assessment state.