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Large Language ModelsAI Coding AssistantsZenn AI/MLPublished: Nov 1, 2026, 19:01 JST

OpenAI opens Agents API in Public Beta

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OpenAI opens Agents API in Public Beta

3 Key Points

  1. What happened

    OpenAI released its Agents API as a Public Beta on September 10; it runs agents on the Codex harness and OpenAI handles session management, context compression, and recovery. Computer use was added on September 29.

  2. Why it matters

    Teams that build and operate these pieces themselves can move that work to OpenAI instead, reducing implementation and maintenance effort. Because it is a Public Beta, they need to check model coverage before migrating.

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Context & Analysis

OpenAI's move fits a broader September pattern in which the choice of how much of the agent stack to outsource expanded. The Agents API sits in the managed execution layer, and by taking on session management, context compression, and recovery it targets the parts teams most often build themselves. The September 29 addition of computer use extends what those managed sessions can do.

Developers weighing the switch face a trade-off: handing these pieces to OpenAI reduces implementation and operations work, but as a Public Beta its model coverage needs checking first. Teams with stable existing frameworks or a need for fine-grained control are told there is no rush to migrate.

The same month brought related building blocks, including Bedrock Managed Agents built on the Agents API, the Kong AI Gateway's MCP Server Bundling, and AG-UI 1.0. Together they suggest the agent stack is separating into layers that can be chosen independently.

FAQ
What does OpenAI's Agents API handle for developers?
It runs agents on the Codex harness, and OpenAI takes care of session management, context compression, and recovery. Computer use was added on September 29.
Which existing OpenAI services are being retired soon?
Older snapshots such as gpt-4 and o4-mini stop on October 23. OpenAI Evals becomes read-only on October 31 and shuts down on November 30.
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