Lifted:
- profile_first_optimize_second: profile and measure the actual bottleneck
before any architectural change (RAG init, not AI SDKs, was the bottleneck)
- surface_gaps_at_discovery_not_checkpoint: surface scope gaps and
architectural deviations the moment they are discovered, not at a
checkpoint (the 'all good!' footnote pattern is bad UX)
