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PathwayAI

Module 3 · Developer prompt library

Prompts for testing and debugging

4 min read5 min readReviewed 26 October 2026

In short

Seven prompts for testing and debugging: test cases from rules, tests first, reading failures, debug hypotheses, minimal reproduction, synthetic test data and hostile-text tests. Every prompt asks for evidence, not guesses.

After this lesson you can

  • Use copy-ready prompts to derive test cases from rules, write tests first and read failure messages
  • Debug with a model through provable hypotheses, not a string of guessed fixes
  • Create synthetic test data that mimics real data's odd shapes without carrying personal data

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