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Evals in CI: How to Catch Agent Regressions Before Production Does

By Venkat Kishore Yarram 1 min read 0 views 0 comments
Evals in CI: How to Catch Agent Regressions Before Production Does
Image: DZone

Your deploy pipeline versions everything except the thing that matters most: what the agent actually does.

Code is versioned. Configs are versioned. The prompt is probably in a repo somewhere, hopefully with a review attached. But the agent's behavior, the mapping from inputs to actions, shifts whenever any of its inputs change: a model version bump you did not ask for, a retrieval corpus that gained three thousand documents overnight, a tool schema change from another team, a "small" prompt edit to fix one bad answer in a demo. None of those go through a behavioral regression test. They go straight to production, where your users run the eval suite for you, one incident at a time.

DZone Original story · dzone.com
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