Agents SDK

* [Using tools](https://developers.openai.com/api/docs/guides/tools). * [Overview](https://developers.openai.com/api/docs/guides/agents). * [Quickstart](https://developers.openai.com/api/docs/gu…

* [Using tools](https://developers.openai.com/api/docs/guides/tools). * [Overview](https://developers.openai.com/api/docs/guides/agents). * [Quickstart](https://developers.openai.com/api/docs/guides/agents/quickstart). * [Models and providers](https://developers.openai.com/api/docs/guides/agents/models). * [Orchestration](https://developers.openai.com/api/docs/guides/agents/orchestration). * [Results and state](https://developers.openai.com/api/docs/guides/agents/results). * [Evaluate agent workflows](https://developers.openai.com/api/docs/guides/agent-evals). * [Overview](https://developers.openai.com/api/docs/guides/agent-builder). * [Overview](https://developers.openai.com/api/docs/guides/chatkit). * [Skills](https://developers.openai.com/api/docs/guides/tools-skills). * [Shell](https://developers.openai.com/api/docs/guides/tools-shell). * [Computer use](https://developers.openai.com/api/docs/guides/tools-computer-use). * [Retrieval](https://developers.openai.com/api/docs/guides/retrieval). * [Webhooks](https://developers.openai.com/api/docs/guides/webhooks). * [Compaction](https://developers.openai.com/api/docs/guides/compaction). * [Overview](https://developers.openai.com/api/docs/guides/prompting). * [Reasoning models](https://developers.openai.com/api/docs/guides/reasoning). * [Getting started](https://developers.openai.com/api/docs/guides/evaluation-getting-started). * [Overview](https://developers.openai.com/api/docs/guides/realtime). * [Graders](https://developers.openai.com/api/docs/guides/graders). * [Embeddings](https://developers.openai.com/api/docs/guides/embeddings). * [Moderation](https://developers.openai.com/api/docs/guides/moderation). * [Overview](https://developers.openai.com/api/docs/guides/latency-optimization). * [Overview](https://developers.openai.com/api/docs/guides/cost-optimization). * [Batch](https://developers.openai.com/api/docs/guides/batch). * [Your data](https://developers.openai.com/api/docs/guides/your-data). * [Permissions](https://developers.openai.com/api/docs/guides/rbac). * [Using tools](https://developers.openai.com/api/docs/guides/tools). * [Overview](https://developers.openai.com/api/docs/guides/agents). * [Quickstart](https://developers.openai.com/api/docs/guides/agents/quickstart). * [Models and providers](https://developers.openai.com/api/docs/guides/agents/models). * [Orchestration](https://developers.openai.com/api/docs/guides/agents/orchestration). * [Results and state](https://developers.openai.com/api/docs/guides/agents/results). * [Evaluate agent workflows](https://developers.openai.com/api/docs/guides/agent-evals). * [Overview](https://developers.openai.com/api/docs/guides/agent-builder). * [Overview](https://developers.openai.com/api/docs/guides/chatkit). * [Skills](https://developers.openai.com/api/docs/guides/tools-skills). * [Shell](https://developers.openai.com/api/docs/guides/tools-shell). * [Computer use](https://developers.openai.com/api/docs/guides/tools-computer-use). * [Retrieval](https://developers.openai.com/api/docs/guides/retrieval). * [Webhooks](https://developers.openai.com/api/docs/guides/webhooks). * [Compaction](https://developers.openai.com/api/docs/guides/compaction). * [Overview](https://developers.openai.com/api/docs/guides/prompting). * [Reasoning models](https://developers.openai.com/api/docs/guides/reasoning). * [Getting started](https://developers.openai.com/api/docs/guides/evaluation-getting-started). * [Overview](https://developers.openai.com/api/docs/guides/realtime). * [Graders](https://developers.openai.com/api/docs/guides/graders). * [Embeddings](https://developers.openai.com/api/docs/guides/embeddings). * [Moderation](https://developers.openai.com/api/docs/guides/moderation). * [Overview](https://developers.openai.com/api/docs/guides/latency-optimization). * [Overview](https://developers.openai.com/api/docs/guides/cost-optimization). * [Batch](https://developers.openai.com/api/docs/guides/batch). * [Your data](https://developers.openai.com/api/docs/guides/your-data). * [Permissions](https://developers.openai.com/api/docs/guides/rbac). | Build a code-first agent app | [Quickstart](https://developers.openai.com/api/docs/guides/agents/quickstart) | This is the shortest path to a working SDK integration. * Start with [Quickstart](https://developers.openai.com/api/docs/guides/agents/quickstart) to get one working run on screen.

AI Agent行业深度分析

1. Solutions for agentic workflows

Try now(opens in a new window)Contact sales. Deploy agents that can reason, take action, and assist across a wide range of work—from simple tasks to complex projects. Image 1: Workflow interface showing a connected sequence starting with a green “Start” button leading to a blue “Categorize Agent” step on a soft blue and orange gradient background. Explore OpenAI products that help you use, build, and scale agentic AI. Image 2: ChatGPT interface with browser tabs showing Aerion shoe pages reopened after a user request, with a note confirming four tabs opened and an option to pull more from the last month. * Agents follow your team’s rules and act with the right approvals. Try ChatGPT Business(opens in a new window). Start building(opens in a new window). * Explore ChatGPT(opens in a new window). * API log in(opens in a new window). (opens in a new window)(opens in a new window)(opens in a new window)(opens in a new window)(opens in a new window)(opens in a new window)(opens in a new window).

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2. The next evolution of the Agents SDK – OpenAI

[Skip to main content](https://openai.com/index/the-next-evolution-of-the-agents-sdk/#main). * [Developers](https://openai.com/api/). * [A more capable harness for the agent loop](https://openai.com/index/the-next-evolution-of-the-agents-sdk/#a-more-capable-harness-for-the-agent-loop). * [Native sandbox execution](https://openai.com/index/the-next-evolution-of-the-agents-sdk/#native-sandbox-execution). * [Separating harness from compute for security, durability, and scale](https://openai.com/index/the-next-evolution-of-the-agents-sdk/#separating-harness-from-compute-for-security-durability-and-scale). * [Pricing and availability](https://openai.com/index/the-next-evolution-of-the-agents-sdk/#pricing-and-availability). * [What’s next](https://openai.com/index/the-next-evolution-of-the-agents-sdk/#whats-next). We’re introducing new capabilities to the [Agents SDK⁠(opens in a new window)](https://developers.openai.com/api/docs/guides/agents) that give developers standardized infrastructure that is easy to get started with and is built correctly for OpenAI models: a model-native harness that lets agents work across files and tools on a computer, plus native sandbox execution for running that work safely. These primitives include tool use via [MCP⁠(opens in a new window)](https://modelcontextprotocol.io/), progressive disclosure via [skills⁠(opens in a new window)](https://agentskills.io/), custom instructions via [AGENTS.md⁠(opens in a new window)](https://agents.md/), code execution using the [shell⁠(opens in a new window)](https://developers.openai.com/api/docs/guides/tools-shell) tool, file edits using the [apply patch⁠(opens in a new window)](https://developers.openai.com/api/docs/guides/tools-apply-patch) tool, and more. * [Documentation(opens in a new wi

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3. A practical guide to building agents | OpenAI

# A practical guide to building agents | OpenAI. Log inTry ChatGPT(opens in a new window). Try ChatGPT(opens in a new window)Login. # A practical guide to building agents. Try ChatGPT(opens in a new window)Contact sales. Advances in reasoning, multimodality, and tool use have unlocked a new category of LLM-powered systems known as **agents**. It includes frameworks for identifying promising use cases, clear patterns for designing agent logic and orchestration, and best practices to ensure your agents run safely, predictably, and effectively. After reading this guide, you’ll have the foundational knowledge you need to confidently start building your first agent. A workflow is a sequence of steps that must be executed to meet the user’s goal, whether that’s resolving a customer service issue, booking a restaurant reservation, committing a code change, or generating a report. 2. It has access to various tools to interact with external systems—both to gather context and to take actions—and dynamically selects the appropriate tools depending on the workflow’s current state, always operating within clearly defined guardrails.

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4. openai/openai-agents-python: A lightweight, powerful … – GitHub

We read every piece of feedback, and take your input very seriously. ## Use saved searches to filter your results more quickly. # openai/openai-agents-python. ## Latest commit. ## Repository files navigation. # OpenAI Agents SDK PyPI. The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows. Explore the examples directory to see the SDK in action, and read our documentation for more details. To get started, set up your Python environment (Python 3.10 or newer required), and then install OpenAI Agents SDK package. For voice support, install with the optional `voice` group: `pip install ‘openai-agents[voice]’`. For Redis session support, install with the optional `redis` group: `pip install ‘openai-agents[redis]’`. `pip install ‘openai-agents[voice]’`. `pip install ‘openai-agents[redis]’`. For voice support, install with the optional `voice` group: `uv add ‘openai-agents[voice]’`. For Redis session support, install with the optional `redis` group: `uv add ‘openai-agents[redis]’`. `uv add ‘openai-agents[voice]’`. `uv add ‘openai-agents[redis]’`. ### Footer navigation.

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