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Developer tools

We're rolling out AlphaEvolve widely to solve Google Cloud customers' hardest problems. Expanding Managed Agents in Gemini API: background tasks, remote MCP and more The latest AI news we announced in June 2026 Ask an AI expert: What exactly is the full stack? Interactions API: our primary interface for Gemini models and agents DiffusionGemma: 4x faster text generation See what 3 builders are making with Gemma 4 Bringing the latest Gemini models to Apple developers Gemma 4 QAT models: Optimizing model compression for mobile and laptop efficiency Kaggle is making AI benchmark creation effortless Introducing Gemma 4 12B: a unified, encoder-free multimodal model How we used Gemini to build Google I/O 2026 Take our I/O 2026 quiz, vibe coded in Google AI Studio. Here's what developers can do with the latest Google Play updates. Building the agentic future: Developer highlights from I/O 2026 I/O 2026 Bring any idea to life: Google AI Studio at I/O 2026 Gemini API File Search is now multimodal: build efficient, verifiable RAG Accelerating Gemma 4: faster inference with multi-token prediction drafters The latest AI news we announced in April 2026 Reduce friction and latency for long-running jobs with Webhooks in Gemini API Join the new AI Agents Vibe Coding Course from Google and Kaggle Deep Research Max: a step change for autonomous research agents Start vibe coding in AI Studio with your Google AI subscription. Prepay for the Gemini API to get more control over your spend Introducing Learn Mode: your personal coding tutor in Google Colab Gemma 4: Byte for byte, the most capable open models New ways to balance cost and reliability in the Gemini API The latest AI news we announced in March 2026 Improve coding agents’ performance with Gemini API Docs MCP and Agent Skills. Build with Veo 3.1 Lite, our most cost-effective video generation model
Introducing Managed Agents in the Gemini API
Ali Çevik · 2026-05-20 · via Developer tools

The Gemini API now supports managed agents. Run the Antigravity agent in a secure cloud sandbox, build custom agents with your own instructions, skills and data and define them as versionable files using AGENTS.md and SKILL.md.

Philipp Schmid

Philipp Schmid

Member of the Technical Staff, Google DeepMind

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This content is generated by Google AI. Generative AI is experimental

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Today, we're launching Managed Agents in the Gemini API. With a single call, you can now spin up an agent that reasons, uses tools and executes code in an isolated, ephemeral Linux environment. This experience is powered by the new Antigravity agent, built on Gemini 3.5 Flash and available via the Interactions API and in Google AI Studio.

Building a production-grade agent meant managing complex infrastructure, scaffolding and managing isolated sandboxes to serve your customers as you prepare to scale. With Gemini Managed Agents, we’re abstracting away the complexity, so you can focus on your product experience and agent behavior.

Get access to Google's agent infrastructure

In December, we launched Deep Research as our first managed agent for complex research tasks. Now, we are opening up our agent harness and infrastructure so you can build your own custom managed agents.

A single API call to the Antigravity agent provisions a remote Linux environment where the agent can:

  • Reason, plan and call tools using the harness
  • Execute code and manage files in an isolated Linux sandbox
  • Browse the web to fetch and process live data

Each interaction creates or receives an environment, which you can use in follow-up calls to resume the session with all files and state intact.

Define your own agents

You can extend the Antigravity agent with your own instructions and skills. Instead of writing complex orchestration code, you can define everything in markdown files like AGENTS.md and SKILL.md and register them as a managed agent.

What developers are building

We’ve been working closely with a small set of developers both internally and externally to test the product and give us feedback. Here’s some of what they have to say:

Getting started

Managed Agents in the Gemini API is rolling out later today in preview in the Gemini API. You will also be able to get started instantly with our new custom templates in the Google AI Studio Playground. Check out our developer documentation on how to build, including a new Gemini API agent skill designed to help coding agents scaffold and manage your custom agents.

For enterprises, we’ve also added support for managed agents in Gemini API on the Gemini Enterprise Agent Platform in preview.

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