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How do you know your last prompt fix didn't just break something else?
What you'll have at the end
A script that reruns your test set after every prompt edit and prints which cases dropped
You need
A saved file of test cases, each pairing an input with a plain pass or fail rule stating what the reply must and must not say, plus a live prompt or app you can actually run each input against.
Not covered
This does not cover deciding whether a case's verdict should come from a keyword rule or an LLM judge, only turning verdicts that already exist into an automatic gate that blocks a change.
Leans on
Turn user complaints into regression tests
for building the case file of real failures and pass rules this check runs, before there is anything to wire up
Build a golden test set instead of eyeballing prompt changes
for a broader everyday-question case file instead of only complaint-sourced cases
Write your first LLM-as-a-judge grading script
for grading a case whose verdict needs real judgment instead of a plain keyword rule
Checked 15 Aug 2026
Part of the AI-LLM App Evaluation cookbook