EVALUATIONADVANCED LLMOPS

Regression Evaluation

Regression tests ensure a new model, prompt or route does not reintroduce known failures.

WHY IT MATTERS

AI behavior changes can fix one class of cases while breaking another.

ENTERPRISE EXAMPLE

Every incident involving malformed JSON becomes a permanent structured-output regression case.

OPERATING DECISION

Does every serious AI incident add or improve an eval?

REMEMBEROperational failures should strengthen the eval suite.
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