Openai responses api.
Openai responses api example for reference): OPENAI_API_KEY= < your_api_key > Clone the Repository: Mar 12, 2025 · OpenAI’s new Responses API is transforming AI agent development with integrated tools like web and file search, plus features like computer use automation. Conversation history is 3月11日OpenAI发布最新的开发工具包，帮助开发者更轻松的开发AI应用 OverviewResponses API：在聊天补全API的基础上增加工具使用的能力Agents SDK：帮助开发者更轻松的编排单智能体和多智能体的工作流Observabilit… Mar 17, 2025 · Microsoft's Azure Responses API, when combined with OpenAI's Agents SDK, AutoGen, Swarm, LangGraph, and LangMem, creates a robust ecosystem that enables developers to build, orchestrate, and deploy intelligent, action-oriented AI agents within enterprise environments. Mar 18, 2025 · This is an OpenAI Responses API guide! This series will walk you through the essential features and functionalities of the new OpenAI Responses API that was just released The Responses API is a… Mar 15, 2025 · The Responses API serves as the cornerstone of OpenAI’s latest updates, merging the functionalities of previous APIs like the Completions and Assistant APIs into a single, unified endpoint. For more details, see the OpenAI documentation. See model support, region availability, and code examples for Python and REST API. For reference, ours is a chat application with hundreds of different RAG-based assistants, 10s of thousands of users, with thousands of files in each different vector store. Mar 28, 2025 · Learn how to use OpenAI's Responses API to build dynamic, multi-tool workflows using a Retrieval-Augmented Generation (RAG) approach. Mar 11, 2025 · For this release, OpenAI is focusing on Responses, the evolution of its Chat Completion API—the company’s popular way that app developers can plug into the core conversational technology 但Responses API具有与之相同的卓越性能，同时提供更丰富的功能集，对于新的集成，OpenAI建议开发者优先选择Responses API。 与Assistants API：OpenAI正在努力实现Assistants API和Responses API之间的完整功能对等，包括支持类似Assistant的对象和类似Thread的对象，以及Code Mar 12, 2025 · The new Responses API combines the Chat Completions API with the Assistants API and can search the Internet and internal datasets. Learn how to use the Responses API, a new stateful API from Azure OpenAI that combines chat completions and assistants. Mar 11, 2025 · Get an LLM answer to a query, leveraging a RAG system available out-of-the-box with file_search tool call in OpenAI's Response API; Understand how chunks of texts are retrieved, ranked and used as part of the Response API; Measure accuracy, precision, retrieval, MRR and MAP on the dataset of evaluations previously generated Mar 12, 2025 · ライブでは、新APIや新ツールの概要が解説されました。 Responses API OpenAIは、従来のChat Completions APIやAssistants APIを拡張する新しい仕組みを発表しました。主なポイントは、APIを一本化した「Responses API」と、複数のエージェントを扱うための「Agents SDK」で Mar 11, 2025 · Alongside the Responses API, OpenAI released the open source Agents SDK, providing developers with free tools to integrate models with internal systems, implement safeguards, and monitor agent Mar 22, 2025 · Assistants APIベータからの開発者フィードバックに基づいて、Responses APIには改善が組み込まれています。OpenAIによれば、Responses APIは、OpenAI上でエージェントを構築するための将来の方向性を表しているとのことです。 OpenAI recently released the Responses API, a brand new way to build applications on OpenAI's platform. Whether for new or existing systems, this unified approach offers a groundbreaking leap into intelligent automation. Mar 17, 2025 · Just decorate any test function that makes a call to the OpenAI API (either using openai-python or with HTTPX). Explore developer resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's platform. Combining the model with Playwright allows the model to see the browser screen, make decisions, and perform actions like clicking, typing, and navigating Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. Mar 15, 2025 · Chat Completions API: （中略）the Responses API is a superset(opens in a new window) of Chat Completions with the same great performance, so for new integrations, we recommend starting with the Responses API. OpenAI Responses api reference Mar 16, 2025 · 「Responses API」の「Web search」ついてまとめました。 ・Web search 前回 1. Is it possible to break it down to system and user prompt? from openai import OpenAI client = OpenAI() response = client. The company has introduced the Responses API, which merges capabilities from both the Chat Completions and Assistants APIs, creating a more flexible foundation for developers to build agent-based applications. > As model capabilities evolve, the Responses API is a flexible foundation for building action-oriented applications, with built-in tools: Web search Mar 17, 2025 · OpenAIが新たにAIエージェント作成のためのツールである、Agents SDKを発表しました。 今までAIエージェントを作成する際は、LangGraphなどの学習コストの高いライブラリ使っての構築が必要でしたが、OpenAI自ら作成したツールという点でより簡単に作成できるようになりました。 Mar 17, 2025 · The Responses API is the key to unlocking agentic AI in Azure AI Foundry, transforming how enterprises harness AI for real-world impact. Mar 14, 2025 · OpenAI Responses APIは、OpenAIが開発した、AIモデルと組み込みツールを簡単に組み合わせてエージェントを構築するための新しいAPIです。 Chat CompletionsのシンプルさとAssistants APIのツール使用機能を組み合わせているため、開発者は少ないコードで複雑な Mar 17, 2025 · Responses API：让 AI 代理真正动起来AI 的进化正在进入一个新阶段。OpenAI 最近推出的 Responses API 和 Agents SDK，不只是新工具那么简单，而是彻底改变了 AI 代理（AI Agent）的开发模式。这些新技术降低了开发门槛，让 AI 从单纯的对话模型变成真正能执行任务的智能 Mar 21, 2025 · The OpenAI Responses API is a robust and versatile tool designed to streamline the development of Retrieval-Augmented Generation (RAG) systems. Since then, a significant part of the documentation and many of the articles dedicated to this topic were OpenAI has released a new Responses API, but vLLM does not currently support it. Mar 12, 2025 · 「Responses API」の「Computer use」の使い方についてまとめました。 ・Computer use - OpenAI API 前回 1. Supporting the Responses API will enhance vLLM's utility and competitiveness. Mar 11, 2025 · Learn how to use the Responses API, a new API that simplifies and expands the features of OpenAI's APIs. It’s simpler to use and includes built-in tools provided by OpenAI that execute tool calls and add results automatically to the conversation context. create (model = "gpt-4o-mini", instructions = "指定された内容に関係のある俳句を考えて、その季語について解説してください。「春」「夏」「秋」「冬」という語は、俳句の中に一切 Mar 20, 2025 · The Responses API is OpenAI’s newest API designed for simplifying the process of building AI-based applications. OpenAI于2025年3月11日发布了Agent SDK和Responses API，用于构建多智能体工作流。它支持任务交接、安全检查、工具调用和内置跟踪功能，非常适合需要复杂智能体协作的企业自动化场景。 Responses API. Reasoningモデル 「Reasoningモデル」(o1、o3-miniなど)は、複雑な推論を実行するために強化学習された新しいLLMモデルです。「Reasoningモデル」は答える前に考え、ユーザーに応答する前に長い内部思考チェーンを生成し Mar 27, 2025 · 1. Mar 13, 2025 · OpenAI 又一次改写了 API 规则！ OpenAI 刚刚推出了全新的 Responses API，这或将 彻底重新定义了开发者与AI交互的方式 。 Atty Eleti 在推特上将其称为「OpenAI API的新原语」，并表示这是 两年API设计经验的集大成者 ，也是他们构建代理的基础架构的新篇章。 1. Set the OPENAI_API_KEY environment variable in the project: Create a . Mar 13, 2025 · こんにちは！ OpenAIが本日2025年3月12日に「Responses API」という開発者向けの新しいAPIを発表しました。 この記事では、Responses APIの概要から具体的な活用方法まで、開発者の皆さんがすぐに実践できる情報をお届けします。 Examples and guides for using the OpenAI API. The Responses API lets developers create AI agents powered by OpenAI’s LLMs. Responses API是OpenAI推出的一个新API原语，深度融合了对话式API的交互简洁性与助手API的工具调用能力，为智能体开发 Mar 12, 2025 · Seamless integration with the OpenAI Agent API enables real-time adjustments and performance monitoring. . responses. The new Responses API comes with built-in tools like web and file search, as well as the ability to perform tasks on a From OpenAI docs on Responses API: The Responses API is our newest core API and an agentic API primitive, combining the simplicity of Chat Completions with the ability to do more agentic tasks. We request that vLLM adds compatibility with this API to stay in sync with OpenAI's updates. Mar 11, 2025 · OpenAI is rolling out new tools to help developers build their own AI agents. Mar 12, 2025 · OpenAIのResponses APIは、AIエージェントの構築を支援する新しいAPIとして注目されています。 従来のAPIと比較して、より柔軟で強力なツールを提供し、企業の業務効率化や自動化を促進することが期待されています。 Mar 11, 2025 · The new Responses API continues to support this list of messages format, but you also get the option to outsource that to OpenAI entirely: you can add a new "store": true property and then in subsequent messages include a "previous_response_id: response_id key to continue that conversation. Responses API 是 OpenAI 推出的用在构建 AI Agents 的核心接口，Responses API是 Chat Completions API 的升级版，结合 Assistants API 的工具调用能力，支持更复杂的任务处理。开发者基于一次调用，用多种内置工具（如网页搜索、文件搜索、计算机操作等）和多轮模型交互，完成复杂任务。 In this section, we provide a simple example script that integrates Azure OpenAI's computer-use-preview model with Playwright to automate basic browser interactions. 1 登場の背景. The Shift Towards AI Agent-Driven Applications. This guide shows you how to integrate function calls, web searches, and vector databases to generate context-aware responses for various queries. It is the new foundation for leveraging Azure OpenAI Service’s powerful built-in tools, combining the simplicity of the Chat Completions API with the advanced capabilities available through Assistants API and Azure AI Agent Service. env file at the root of the project and add the following line (see . OpenAI发布 Agents SDK 和 Responses API，简化Agent编排。新增 Web search、File Search 和 Computer Use 工具，支持 向量 存储和模拟用户操作。通过 handoff 实现多Agent协作，解决异步任务。鼓励 开发者 使用高级API进行实验，降低编排复杂度，未来将深入研究SDK更多功能。 Mar 16, 2025 · 「Responses API」の「Reasoningモデル」ついてまとめました。 ・Reasoning models 前回 1. By automating intricate processes such as document Apr 1, 2025 · Responses APIは、エージェント構築に最適化されたAPIです。 ChatGPTでも使われている、OpenAIの高性能なモデルをAPIを通して利用できます。 また、Web検索、ファイル検索、コンピュータ操作といった組み込みツールを活 Aug 6, 2024 · Developers use the OpenAI API to build powerful assistants that have the ability to fetch data and answer questions via function calling (opens in a new window), extract structured data for data entry, and build multi-step agentic workflows that allow LLMs to take actions. はじめに. See examples of multi-turn conversations, hosted tools, and stateful interactions with GPT models. create( model=“gpt-4o-mini”, input=“What is deep research by OpenAI?”, tools=[{ “type”: “file_search”, “vector_store_ids”: [“<vector_store_id>”] }] ) print . For those who might be interested, I am sharing my experiences. CUA is a breakthrough AI model that navigates software interfaces and executes tasks through natural language instructions. responses. Computer use 「Computer use」は、「CUA」(Computer-Using Agent)の実用的な応用であり、「GPT-4o」の視覚機能と高度な推論を組み合わせて、コンピューターインターフェースの操作やタスクの実行をシミュレートし Aug 20, 2024 · JSON format of responses has been implemented in OpenAI API in the second half of 2023. The Responses API is a game-changer that combines the best features of OpenAI’s Chat Completions and Assistants APIs into a simpler, more powerful tool. import openai import openai_responses @openai_responses. The new API offers a way to persist chat history, a web search tool for grounding LLM responses, file search tool for finding relevant files, and a computer use tool for building agents that can interact with and operate computers. OpenAI API の準備 Mar 12, 2025 · Getting Started: Understanding OpenAI’s Responses API. そもそもAIエージェントとは、以下の図のように、AI自身が必要なツールを必要なときに使用して自律的に実行してくれるプログラムのことです。 Mar 12, 2025 · OpenAI Responses APIが現地時間の3月11日に公開されました。エージェント指向のAPIということで、より実用的なアプリが作りやすくなり、いわばAIエージェントへの布石とも言えるでしょう。 この記事ではAPIの解説と、実際に自分で作って動かしてみた結果を共有します。具体的には、Pythonで動作 Mar 13, 2025 · Responses API 是 OpenAI 最新的 API，旨在简化构建基于 AI 的应用程序的过程。 它结合了聊天完成 API 的简易性和助手 API 的强大工具使用功能。 这意味着开发人员现在可以创建利用多种工具的代理，并更高效地处理复杂的多步骤任务。 Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. Developers have long been working around the limitations of LLMs in Mar 13, 2025 · OpenAI Responses API 是 OpenAI 的一個新 API，取代並統一了之前的 Chat Completions 和 Assistants API。 它為開發者提供了一個集成的平台，支持多輪任務和工具使用，特別適合需要處理複雜、長期的任務的應用程序。 Mar 26, 2025 · Responses API は、当社(OpenAI)の API を使用する際のシンプルさと表現力を向上させることに焦点を当てた新しい API です。 これは、複数のツール、複数のターン、および複数のモダリティに対応するように設計されています。 Mar 11, 2025 · At the center of this update is the Responses API, which combines features of OpenAI’s Chat Completions API with the tool-use functionality of the Assistants API. Mar 24, 2025 · OpenAIが新たにリリースした Responses API を利用して簡単なRAGを構築してみました。Responses APIの会話履歴機能と、組み込みツールの一つであるファイル検索（ベクトル検索）を組み合わせると、いとも簡単なコードでRAGを実現できます。 Mar 13, 2025 · Responses API 是 OpenAI 最新的 API，旨在簡化構建基於 AI 的應用程式的過程。 它結合了聊天完成 API 的簡易性和助手 API 的強大工具使用功能。 這意味著開發人員現在可以建立利用多種工具的代理，並更高效地處理複雜的多步驟任務。 Mar 27, 2025 · Responses API is much cleaner and easier to use and is not ideal to put time into developing with Assistant since it will be deprecated eventually, however, without code interpreter, it is not possible to migrate in any projects using it, since none of other tools can take its place. Responses APIとComputer Use機能の概要 1. Mar 22, 2025 · OpenAI introduced the Responses API, replacing the Assistance API by mid-2026, offering advanced features like web search, file search, and simulated computer use for real-time data access and Mar 11, 2025 · Introducing the Responses API. Mar 11, 2025 · The Responses API is a new API primitive for leveraging OpenAI’s built-in tools and models to build agents. Mar 11, 2025 · Learn about the new Responses API, a faster and more flexible way to create assistants and use tools with the OpenAI API. AIエージェントは産業界を変革しつつあります。Microsoft公式ブログによれば、保険金請求処理、ITサービスデスク管理、サプライチェーン最適化、医療記録分析など、様々な業務領域で自動化と知的支援が急速に進んでいるとのことです。 Mar 16, 2025 · All Responses API examples I’ve found use single prompt as the input as below. Web search 「Web search」は「Response API」の組み込みツールの1つです。Web検索で取得した情報をプロンプトに追加することができます。モデルはユーザー入力に応じて、Web検索するかしないかを決定します。 2. response = client. OpenAI’s launch of the Responses API and Agents SDK marks a significant shift from chatbots to full-fledged AI agents capable of independent execution. （中略） Mar 14, 2025 · from openai import OpenAI client = OpenAI # export OPENAI_API_KEY=sk-proj-. Mar 22, 2025 · We have a production system built on top of the Assistants API and I’ve just finished rewriting it to use the new Responses API. Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. This integration allows developers to leverage multiple built-in tools within a single API call, making it easier to build applications that require complex, multi-step interactions. mock def test_create_assistant (): client = openai. OpenAIは2025年3月、AIエージェント開発を強力に支援するResponses APIとAgent SDKを発表しました。. env. It combines the simplicity of the Chat Completions API with the powerful tool-use capabilities of the Assistants API. It combines the simplicity of Chat Completions with the tool use capabilities of the Assistants API, and supports web search, file search, and computer use tools. Mar 11, 2025 · Responses API is a powerful API that enables AI agents to interact with multiple tools, execute tasks, and automate workflows. Contribute to openai/openai-cookbook development by creating an account on GitHub. If you’re familiar with OpenAI’s previous APIs, you’ll appreciate how this streamlines the process of building agents. The Responses API is a new API primitive that combines the best of both the Chat Completions and Assistants APIs. The new API should eventually replace the existing Assistants API, which helps developers build AI assistants within their apps. Mar 11, 2025 · OpenAI plans to phase out the Assistants API in 2026 in favor of the new Responses API. See the deprecation timeline, migration support, and user feedback for the Assistants API. vvsjxd hme khq zmpns swjo xxmchuy qgnf hnzof nwpok mbedliwb lebzvlb blnaqz slwhd ffpevzio ueqn