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Google demonstrates a continuous evaluation loop with Agents CLI

Google Developers has published a walkthrough of the Agents CLI evaluation workflow. It covers generating traces, grading results, comparing runs, analyzing failures, and using evaluations to test changes.

NEWS BRIEF

What happened

Google Developers has published a walkthrough of the Agents CLI evaluation workflow. It covers generating traces, grading results, comparing runs, analyzing failures, and using evaluations to test changes. The guide also describes scheduled regression checks through external scheduling infrastructure.

What the announcement does not establish

The walkthrough is a reference workflow, not an independent guarantee of agent quality. A small demonstration dataset or model-generated grade needs validation against the actual task and the consequences of failure.

Primary source: Google Developers: original announcement (2026-10-28). Sources checked November 3, 2026.

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