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Developer Tools · first seen 14 October 2026, 08:44 UTC

Google open-sources AQuA ambient quality agent for production AI

Gives developers a concrete template for catching quiet agent quality regressions in production.

AQuA is a reference implementation that runs beside your production agent on Google Cloud, sweeping logs and traces to catch silent quality regressions. The same roundup covers EmbeddingGemma 2 developer guides, edge multimodal search and TPU video-diffusion kernels.

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Read it at Google Developers → 💬 1 on HN

Coverage: 18 sources, in order

  1. Google Developers: The Outer Loop, Insights First: An Ambient Quality Agent That Diagnoses Your Production Agent
  2. Google Developers: ML Drift: Next-Gen GPU AI/ML Inference at the Edge
  3. Google Developers: Supercharge your development with the Google Developer Knowledge API ecosystem
  4. Google Developers: EmbeddingGemma 2: The Developer Guide
  5. Google Developers: Bring multimodal semantic search to the edge with EmbeddingGemma 2
  6. Google Developers: Accelerating Spatio-Temporal Attention for Video Diffusion on TPUs
  7. Google Developers: Turn your REST APIs into MCP tools with Google Cloud API Gateway
  8. Google Developers: Reproducing Olmo 3 7B Pre-training in MaxText: case study of large scale training on TPUs
  9. Google Developers: Introducing Support for Local AI Models in the Antigravity SDK
  10. Google Developers: Colab is now part of your Google AI plan
  11. Google Developers: Why client SDK generation belongs in the open
  12. Google Developers: Agent Anomaly Detection, now in Private Preview on the Gemini Enterprise Agent Platform
  13. Google Developers: Build zero-trust AI agents that judge intent, not just syntax
  14. Google Developers: Autonomous LLM post-training with Tunix on TPUs
  15. Google Developers: The Anatomy of Harness Engineering: How to Evaluate, Iterate, and Guard AI Coding Agents
  16. Google Developers: Announcing ADK for Kotlin 1.0: Building Production-Ready AI Agents in Kotlin, Android, and Beyond
  17. Google Developers: Driving Developer Excellence: Inside the Program Sprints
  18. Google Developers: 4 engineering patterns behind the strongest AI Agents Challenge submissions

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