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Google launched Managed Agents in the Gemini API, allowing developers to create AI agents with reasoning, tool use, and code execution in isolated Linux environments via a single API call.
A discussion on how AI models perform best with harnesses developed by their own creators, as third-party harnesses may cause underperformance despite strong benchmarks, citing examples like Claude Code for Claude and Codex for GPT.