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OpenAI Agents SDK

OpenAI's official multi-agent framework, evolved from the experimental Swarm project. Provides agents, handoffs, tools, guardrails, and tracing.

Last updated: April 26, 2026

Definition

The OpenAI Agents SDK is the official OpenAI framework for building multi-agent systems, released in early 2025 as the production successor to the experimental Swarm project. Core abstractions: Agents (LLM + instructions + tools), Handoffs (mechanism for one agent to delegate to another), Guardrails (input/output validators that run alongside the agent), and Tracing (built-in observability). Although it ships as an OpenAI product, the SDK supports any LLM provider that exposes a Chat Completions-compatible API, including Claude via Anthropic's OpenAI-compatible endpoint and many open-source models.

When To Use

Pick the OpenAI Agents SDK if you are already deep in the OpenAI ecosystem and want first-class handoff semantics and tracing. The lightweight design is well-suited to small to medium multi-agent systems.

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Building with OpenAI Agents SDK?

I've shipped this pattern in real production systems. If you want a second pair of eyes on your architecture, that's what I do.