TML-bench

Prepare handoff: update HANDOFF/REPO_MAP, rotate logs, update .gitignore if needed, and create a safe handoff git commit.

Deterministic onboarding for this repo (read minimal index files first, then bounded discovery).

Create a safe checkpoint git commit on the current branch (avoid competition data, runs, artifacts, secrets).