Template Library (You Can Start Using It Today)

PR/Commit Description Template (Write It Even If You Work Alone)

• Purpose:

• Changes:

• Impact on results? (Yes/No):

• Verification command:

• Expected output:

• Risk points and rollback:

Experiment Log run.md (Five Lines Are Enough)

• Hypothesis:

• Change:

• Result (metric + one-sentence conclusion):

• Compare-to (baseline run_id):

• Next:

Makefile Targets (Make Reproducibility a Habit)

• make test (smoke test)

• make train CONFIG=...

• make eval RUN=...

• make reproduce RUN=...