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Glossary · Regression Testing (AI)

Regression Testing (AI)

Regression testing for AI is the practice of re-running a fixed set of evaluations after a change — a new model, prompt, or version — to confirm that quality has not dropped on cases that previously passed.

Because model and prompt changes can silently degrade some behaviors while improving others, a held-out test set catches regressions before they reach production.

It pairs with an eval harness and a golden dataset, and for agents it guards against the quiet quality loss that causes drift.

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Related terms
Eval Harness
An eval harness is the software framework that runs an evaluation — feeding tasks to a model or agent, collecting output…
Golden Dataset
A golden dataset is a curated set of inputs paired with known-correct outputs, used as the reference standard for evalua…
Agent Drift
Agent drift is the gradual decline in an AI agent’s performance over time as data, models, or the surrounding environmen…
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