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Agents SDK

Agents SDK is OpenAI’s developer toolkit for building production-ready AI agents with less orchestration overhead. It gives teams core primitives for agent loops, tool calling, handoffs between specialist agents, guardrails, tracing, sandboxed execution, and persistent sessions, which makes it useful for shipping real workflows instead of demo bots. Developers can use it to build research agents, coding assistants, customer support systems, and multi-step automations that need reliable state management and observability. The SDK is especially well suited for engineering teams that want a lightweight, Python-first framework with enough structure to move quickly without hiding the underlying logic. What makes Agents SDK stand out is the combination of agent-native abstractions, debugging tools, and direct alignment with OpenAI’s evolving agent runtime stack.

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