eval-harness-first

Builds a fine-tuning evaluation harness with labeled goldens, failure-specific graders, a drift suite, and a measured base-model baseline.

When to use it

Use when starting fine-tuning, turning traces into an evaluation set, or calibrating a judge against human labels.

Give it production traces or a task specification; it builds an evaluation harness in the project's eval/ directory.