Title: Driving the Agent Quality Flywheel from Your Coding Agent - Google Developers Blog
Open Graph Title: Driving the Agent Quality Flywheel from Your Coding Agent
X Title: Google for Developers Blog - News about Web, Mobile, AI and Cloud
Description: Stop guessing if prompt tweaks break your AI agents. Learn how Google’s new quality flywheel skill automates testing, grading, and optimization.
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"description": "Building AI agents often leaves developers uncertain if prompt tweaks to fix single errors will accidentally cause widespread regressions in production. To bridge this gap, Google has introduced a new developer skill for coding agents that automates a five-stage evaluation flywheel: preparing data, running inference, grading with adaptive AutoRaters, analyzing failure clusters, and executing targeted optimizations. Running continuously against production traffic or on-demand via synthetic scenarios, this tool allows developers to describe testing goals in plain language while an independent evaluation service safely validates and counts actual performance improvements.",
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"datePublished": "2026-06-30",
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