Agents CLI

Headlines · 3

1. 4d
   Hill-Climbing Agent Quality with Agents CLI Evaluation

   Google Developers Blog walks through an Agents CLI evaluation loop for AI agents, covering test-case generation, grading, run comparison, failure analysis, prompt optimization, regression tracking, model-backend experiments, and automated alerting. Using a LangChain template, the tutorial demonstrates how per-case results can reveal regressions and model differences that summary scores alone obscure. It also argues that evaluation helps only when teams act on the findings.

   Google Developers Blog · 🔥 0
2. Oct 21
   Agents CLI 1.8.0 adds first-party LangChain extension

   Google says Agents CLI 1.5.0 introduced an Extension System that lets developers add or override commands without forking the tool, while version 1.8.0 added a first-party LangChain extension. The developer blog demonstrates scaffolding, running, deploying, and evaluating a LangChain agent, plus a custom extension that wraps deployment with an SBOM scan; Google also claims the original ADK path can ship to Cloud Run with observability and evaluations wired up in about 30 minutes.

   Google Developers Blog · 🔥 0
3. Oct 15
   Google details adk-recipes, a three-layer repo for its agent platform

   A Google Developers Blog post walks through google/adk-recipes, describing it as the restructured successor to google/adk-samples and a single source of truth for Agent Platform content. The repository is split into core/, plugins/ and contrib/ layers, with each recipe shipping a manifest.yaml, an AGENTS.md written for coding assistants, and in some cases a Dockerfile and runnability test. Google says the repo powers its Agents CLI, Agent Garden and Gemini Enterprise app, while noting that it is not an officially supported Google product and that the recipes are for demonstration and starting points.

   Google Developers Blog · 🔥 0

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