Google says the evaluation service in Gemini Enterprise Agent Platform is now generally available. It provides one engine for measuring agent quality across local experiments and live production traffic, with more than 20 pre-built metrics, DeepMind-backed adaptive rubrics, and custom code-based or LLM-as-a-judge metrics. Evaluators can be managed through a centralized, versioned registry. Integration with the Agent Platform SDK, agents-cli, and ADK, plus built-in user and environment simulators, is intended to automate multi-turn testing and incorporate agent evaluation into CI workflows.
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