# What a prompt lab actually validates

Three fixture-backed extraction lessons show how prompt contracts grow — and why an evaluation can only prove the fields its grader checks.

- Published: 2026-03-25
- Category: codelab
- Tags: data-extraction, llm, prompt-engineering, testing
- HTML: https://harnez.ai/posts/iterative-prompt-engineering/

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