GEPA iterative labeling

Recipe — iteratively label examples and re-optimize judges as your bar evolves.

Treat judge optimization as a continuous loop:

1. Use judge in production / pre-deploy
2. When verdicts disagree with reviewers, log + label
3. Quarterly: append new labels to the training set; re-optimize
4. Compare old vs new agreement rate

This keeps the judge calibrated to your team's evolving bar.

See also

• Concept: Judges
• Tutorial 5: GEPA