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NewsTopic · Gemini交互API1 min read·2026-10-14

Google DeepMind Engineer Ivan Leo Introduces Gemini Interactions API and Managed Agents

At the AI Engineer World's Fair 2026, Ivan Leo, a Developer Experience Engineer at Google DeepMind, introduced the Gemini Interactions API and Managed Agents. He traced the evolution from single completions to agents, demonstrating server-side state management, multimodal outputs, and cloud-based sandbox execution.

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2026-10-04 03:30 GMT+8

Ivan Leo, a Developer Experience Engineer at Google DeepMind, introduced the Gemini Interactions API and Managed Agents in his talk at the AI Engineer World's Fair 2026. This video resource is suitable for engineering teams focused on the evolution of AI agent infrastructure.

In the presentation, Leo traced the development path from single completions to function calling and then to agents, explaining why agent workloads require a different API shape. He highlighted server-side state management via interaction IDs, strongly typed multimodal outputs, and methods for mixing built-in and custom tools.

Additionally, Leo demonstrated how Managed Agents run the Antigravity framework in a persistent remote sandbox, covering features such as environment IDs, loadable sources, credential-injecting proxies, and named agents. He also introduced the open-source Gemini API CLI and its migration skills.

Sources

  • 原始出处youtube.com↗
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Topic

Gemini交互API

Google DeepMind推出的Gemini Interactions API旨在统一模型调用与智能体工作流,通过单一端点处理推理、代码执行及沙箱管理。2026年7月,该API新增四项生产级特性:支持background: true的长…

4 steps1 piecesUpdated 2026-10-15 03:36

How it got here

  1. 2026-06-01Gemini Interactions API正式进入通用可用(GA)状态,被推荐为所有新项目的标准接口,取代旧的generateContent API。
  2. 2026-07-07Google DeepMind扩展Managed Agents能力,推出后台执行、远程MCP集成、自定义函数调用及凭证刷新四项生产特性。
  3. 2026-07-28发布环境Hooks功能,允许开发者在沙箱内拦截工具调用进行审计或格式化,并将默认模型更新为Gemini 3.6 Flash。

What is still unsettled

  • Gemini Managed Agents的紧密耦合策略是否会阻碍多模型混合部署的需求?
  • 环境Hooks在大规模并发下的性能开销与安全性边界如何量化?
  • 相比Bedrock AgentCore的细粒度计费,Gemini的托管模式在成本透明度上是否具备长期竞争力?
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