Awesome Reviewers

Verification · Feedback and evaluation · Reviewer optimization

Prompt optimization

Search prompt variants against a metric.

How to build it

  1. Define the metric from the reviewer evaluation set first.
  2. Split the evaluation set into train and held-out parts.
  3. Keep a prompt variant only if it improves the held-out score.

Signals in a repository

  • An optimizer script that imports dspy or textgrad.
  • Versioned prompt files in the repository with their held-out scores.
  • An evaluation set file with train and held-out splits.

In practice

No scanned repository runs a tool for this check. The steps above are the only guidance.