Google Managed Agents API: fast deployment, Google runtime

Google introduced Managed Agents in the Gemini API, now in preview through Google AI Studio templates, to simplify agent deployment with Google-managed runtime, sandboxes, tool wiring, and orchestration.

The announcement deepens the fight over AI agent infrastructure, with Google, Anthropic, and AWS competing to own the runtime layer instead of leaving it to application builders.

Supporters say managed runtimes can speed up deployment and reduce operational complexity, while critics warn that probabilistic agent behavior may weaken reliability and data integrity.

The move also raises platform-dependence concerns, as developers may trade control and portability for easier agent execution on a single cloud stack.