How to test AI agents before and after deployment: four approaches and their doubts

evaliqa · reddit · 2026-10-15

A developer seeking a sane testing setup for tool-calling agents weighs scripted multi-turn scenario tests, LLM-as-judge (needs human-label calibration), tool-call trajectory checks, and regression suites, and asks what gates releases, how to monitor in production, and how to handle nondeterminism.

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