Agent Evaluation as Regression Memory

Benchmarks compare agents. Production evaluation must remember failures. A research-informed practice guide to traces, calibrated graders, stochastic regression tests, coverage, and release gates for AI agents.

Date: July 21, 2026  |  Estimated Reading Time: 26 min  |  Author: Xueping Gao