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Read the original: Google Developers Blog· Published Pick62/100AI score62/100

Google's AQuA agent diagnoses production failures in a multi-agent travel concierge

Original titleThe Outer Loop, Insights First: An Ambient Quality Agent That Diagnoses Your Production Agent

AISummary

Google Developers Blog introduces AQuA, an ambient quality agent that runs in a customer's Google Cloud project and samples production sessions to find recurring agent failures.

In a 32-session travel-concierge sweep, it verified six issues and traced two of them to specific prompt lines, and a replay after the fixes raised full-session passes from 5/32 to 13/32.

The post notes that verification and diagnosis are model-based, and that the tool proposes edits without applying them.

AIWhy it matters

The post walks through a concrete production workflow, from sweep and verification to a code-anchored fix and replay, that shows how to diagnose silent agent failures.

Read the original developers.googleblog.com

Source: Google Developers Blog · developers.googleblog.comPublished · added here