Create a safe checkpoint git commit on the current branch (avoid runtime artifacts and secrets).
Prepare handoff: update HANDOFF/REPO_MAP, rotate logs, and create a safe handoff git commit.
Deterministic onboarding for this repo (read minimal index files first, then bounded discovery).
Run QAMAS CLI (`qamas ask`) on the user's question and return exact stdout.