example for reference): Apr 8, 2025 · Learn how to use OpenAI's Responses API to build AI applications with function calling, structured outputs, and built-in tools. Mar 14, 2025 · OpenAI API Responses Examples This repository contains examples of using the OpenAI API's new Responses feature, which provides a more streamlined way to interact with OpenAI's models. Using the OpenAI API in Python is straightforward with the official OpenAI Python library. txt) or read online for free. 1 Thinking’s responses are also clearer, with less jargon and fewer undefined terms. Responses OpenAI's most advanced interface for generating model responses. py. If anyone has tried something similar, I’d really appreciate any tips, references, or examples you could share. We sent an appeal email but haven't received a response yet, which has already caused several days of delay. Source https://github. Examples and guides for using the OpenAI API. Set the OPENAI_API_KEY environment variable globally in your system Set the OPENAI_API_KEY environment variable in the project: Create a . Embed a widget to build your own chat experiences. It demonstrates how to implement a Examples and guides for using the OpenAI API. It enables models to retrieve information in a knowledge base of previously uploaded files through semantic and keyword search. While Chat Completions remains supported, Responses is recommended for all new projects. 1 day ago · Purpose and Scope This page documents the /v1/chat/completions endpoint, which provides OpenAI-compatible chat completion functionality for the deepseek-free-api proxy service. OpenAI Agents SDK The OpenAI Agents SDK enables you to build agentic AI apps in a lightweight, easy-to-use package with very few abstractions. The from field takes the form openai:model_id where model_id is the model ID of the OpenAI model, valid model IDs are found in the {endpoint}/v1/models API response. js! This tutorial guides you through building AI-powered apps with practical examples, covering setup, security, and best practices. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx. Mar 11, 2025 · The Responses API is a new way to interact with OpenAI models, designed to be simpler and more flexible than previous APIs. Share your own examples and guides. 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 The Responses API is a new stateful API from Azure OpenAI. To find all the parameters supported by a given chat model, head to the chat model integrations page. Nov 30, 2022 · We’ve trained a model called ChatGPT which interacts in a conversational way. Here’s a simple example to get started: 1. It covers the minimal setup required to mock OpenAI API calls in a pytest test function using the `@openairesp 1 day ago · News Brief: OpenAI, in a surprise collaboration with OpenRouter, Ollama, and vLLM, has released "Open Responses" —an open standard for LLM interaction. Get started with OpenAI Responses API With the release of OpenAI's responses API, there has never been a better time to start building AI applications, particularly those that require a deeper understanding of the world. May 11, 2025 · By leveraging the Responses API with OpenAI’s latest reasoning models, you can unlock higher intelligence, lower costs, and more efficient t Understand how to ensure model responses follow specific JSON Schema you define. 6 days ago · However, if you need more detailed data or a custom dashboard, you can use the Completions Usage API. agents import create_agent from langchain. py suffix to distinguish them. But with Anthropic and Google notably absent from the launch partner list, is this a true standard, or just another "standard"? Realtime API Agents Demo This is a demonstration of more advanced patterns for voice agents, using the OpenAI Realtime API and the OpenAI Agents SDK. The v1 API samples have a v1. With the OpenAI API, you can use a large language model to generate text from a prompt, as you might using ChatGPT. Generate or edit images You can generate or edit images using the Image API or the Responses API. Mar 11, 2025 · We’re making improvements to how you build assistants and use tools with the OpenAI API. Complete reference documentation for the OpenAI API, including examples and code snippets for our endpoints in Python, cURL, and Node. Best practices or recommended approaches would be incredibly helpful! Preview In this guide we’ll build an app that answers questions about the website’s content. It's a fully-compatible drop-in replacement for the official Dec 11, 2025 · GPT-5. 2-Codex via API, bringing advanced agentic coding, security analysis, and enterprise workflows to developers. NET library for the OpenAI API. May 21, 2025 · New features in the Responses API: Remote MCP, image gen, Code Interpreter, and more. Connect with other developers building with the OpenAI API Platform. Based on your feedback from the Assistants API beta, we’ve built the Responses API — a faster, more flexible, and easier way to create agentic experiences that combines the simplicity of Chat Completions with the tool use and state management of the Assistants API. May 21, 2025 · To optimize for performance in production, use the allowed_tools parameter in the Responses API to limit which tools are included from the server’s mcp_list_tools. We can create a simple indexing pipeline and RAG chain to do this in ~40 lines of code. We're going to get some example code files from the OpenAI SDK, and ask gpt-4o to explain them to us. 3 days ago · This page demonstrates how to write your first test using the `openai-responses` library. Since this server is compatible with OpenAI API, you can use it as a drop-in replacement for any applications using OpenAI API. Built to make you extraordinarily productive, Cursor is the best way to code with AI. Mar 26, 2025 · 💡 What is Open Responses? Open Responses lets you run a fully self-hosted version of OpenAI's Responses API. 9+ application. agents. Jul 7, 2025 · I’m currently exploring ways to use the OpenAI API to clean or normalize inconsistent data in CSV files—for example, variations in company names, addresses, etc. Supports text and image inputs, and text outputs. js. It's now available on the new Responses API, an API that can be stateful or stateless, and with from new features like metadata filtering Creating Vector Store with our PDFs !pip install PyPDF2 pandas tqdm openai -q OpenAI client support with minimal code changes to swap between OpenAI and Azure OpenAI when using key-based authentication. The official . Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. See below for the full code snippet: This guide shows you how to stream AI responses from OpenAI's Responses API over Ably using the message-per-response pattern. 1, ChatOpenAI can be used directly with Azure OpenAI endpoints using the new v1 API. epb. ” Note: project instructions only apply inside the respective project and will override your global custom instructions 5 days ago · OpenAI launches GPT-5. global January 20, 2026, 2:04am The from field takes the form openai:model_id where model_id is the model ID of the OpenAI model, valid model IDs are found in the {endpoint}/v1/models API response. Nov 12, 2025 · GPT‑5. A comprehensive guide for developers of all skill levels. Code samples have been provided for both the v1 API (now GA for Responses API), and also the older API versions. 1 compares to gpt-4o on explaining a code base. 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. This provides a unified way to use OpenAI models whether hosted on OpenAI or Azure. Mar 11, 2025 · File search was previously available on the Assistants API. The specific website we will use is the LLM Powered Autonomous Agents blog post by Lilian Weng, which allows us to ask questions about the contents of the post. Connect tools, integrate AI, reduce manual work, and free your team to focus on innovation. The easiest way to get playing with the API right away is to 21 hours ago · OpenAI testing ads in ChatGPT marks a significant shift for one of the world’s most widely used AI products, which boasts more than 800 million weekly active users. We specify a low reasoning effort and retrieve the response with the helpful output_text attribute. Browse a collection of snippets, advanced techniques and walkthroughs. env. This notebook demonstrates how to retrieve and visualize usage data from the OpenAI Completions Usage API and Costs API. Mar 14, 2023 · GPT‑4 is 82% less likely to respond to requests for disallowed content and 40% more likely to produce factual responses than GPT‑3. We’ll: Call the API to get completions usage data. According to the company, Plus provided access during peak periods, no downtime, priority access to new features, and faster response speeds. Mar 28, 2025 · Multi-Tool Orchestration with RAG approach using OpenAI’s Responses API This cookbook guides you through building dynamic, multi-tool workflows using OpenAI’s Responses API. OpenAI recently released the Responses API, a brand new way to build applications on OpenAI's platform. ChatGPT was initially free to the public and remains free in a limited capacity. While the Chat Completions API is still supported, you'll get improved model intelligence and performance by using Responses. com/vllm-project/vllm/blob/main/examples/online_serving/openai_responses_client_with_tools. This library is in beta and should not be treated as a final implementation. env file at the root of the project and add the following line (see . Mar 11, 2025 · Introducing the Responses API The Responses API is a new API primitive that combines the best of both the Chat Completions and Assistants APIs. It can understand text and images and leverage its broad world knowledge to generate images with better instruction following and contextual awareness. It works seamlessly with any large language model (LLM) provider—whether it's Claude, Qwen, Deepseek R1, Ollama, or others. Create stateful interactions with the model, using the output of previous responses as input. Since can only use the responses datasource if you already have user traffic, we're going to generate some example traffic using 4o, and then compare how it does to gpt-4. Extend the model's capabilities with built-in tools for file search, web search, computer use, and more. The Responses API is our new API primitive, an evolution of Chat Completions which brings added simplicity and powerful agentic primitives to your integrations. Jan 18, 2023 · Open-source examples and guides for building with the OpenAI API. May 13, 2025 · We want to see how gpt-4. This is very important to us, and we hope it can be resolved as soon as possible API openapi, openai info. . 2 is our newest flagship model for enterprise and agentic workloads, designed to deliver higher accuracy, stronger instruction followi 3 days ago · This page documents common testing patterns, examples, and best practices for using the openai-responses library effectively in your test suite. We can ask follow up questions and use the previous_response_id to let OpenAI manage the conversation history automatically Complete reference documentation for the OpenAI API, including examples and code snippets for our endpoints in Python, cURL, and Node. 0. 4 days ago · OpenAIは2026年1月15日、Responses APIを基盤とした、マルチプロバイダー対応かつ相互運用可能なLLMインターフェース構築のためのオープンソース仕様「Open Responses」を公開した。 Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud. Responses API Our newest API combining the simplicity of Chat Completions with the built-in tool use of Assistants. Learn how to use the OpenAI API to generate human-like responses to natural language prompts, analyze images with computer vision, use powerful built-in tools, and more. The Agents SDK has a very small set of primitives: Agents, which are LLMs equipped with instructions and tools Agents as tools / Handoffs, which allow agents to delegate Learn how to turn text into lifelike spoken audio with the OpenAI API. Aug 20, 2024 · In this beginner-level tutorial, you will learn by example how to start using OpenAI API responses in JSON format With the OpenAI API, you can use a large language model to generate text from a prompt, as you might using ChatGPT. This reduces token overhead, improves response time, and narrows the model’s decision space. Compare Chat Completions with Responses. Here’s a concise guide to help you get started: Tell ChatGPT how it can be helpful in its responses in this project specifically, for example: “Act like my marketing mentor. This makes our most capable model more approachable and easily understandable, especially for complex tasks at work and explaining technical concepts. Oct 6, 2025 · Since releasing the Responses API and Agents SDK ⁠ in March, we’ve seen developers and enterprises build end-to-end agentic workflows for deep research, customer support, and more. env file from the example file and set your API key in there: This application shows how to send and receive Realtime API events over the WebRTC data channel and configure client-side function calling. - bentoml/OpenLLM This article features detailed descriptions and best practices on the quotas and limits for Azure OpenAI. Oct 25, 2020 · The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. The larger model (gpt-5) is slower and more expensive but often generates better responses for complex tasks and broad domains. 5 on our internal evaluations. It brings together the best capabilities from the chat completions and assistants API in one unified experience. 1. [48] OpenAI later introduced the subscription plans "ChatGPT Team" and The Conversations API works with the Responses API to persist conversation state as a long-running object with its own durable identifier. 3 days ago · This page provides an overview of how to install and begin using `openai-responses` for mocking OpenAI API requests in your pytest tests. Aug 27, 2025 · When using the OpenAI Agents SDK in Python with Azure OpenAI as the default model (via the async Azure client), the SDK ignores the Azure configuration and still requires OPENAI_API_KEY. The Responses API also adds support for the new computer-use-preview model which powers the Computer use capability. After creating a conversation object, you can keep using it across sessions, devices, or jobs. May 13, 2024 · It can respond to audio inputs in as little as 232 milliseconds, with an average of 320 milliseconds, which is similar to human response time ⁠ in a conversation. Before you begin, you'll need an OpenAI API key - create one in the dashboard here. You can use it to easily prototype conversational apps. It makes it e Apr 8, 2025 · Learn how to use OpenAI's Responses API to build AI applications with function calling, structured outputs, and built-in tools. 2-Codex OpenRouter normalizes requests and responses across providers for you. Learn how to use Azure OpenAI's advanced GPT-5 series, o3-mini, o1, & o1-mini reasoning models Use this node to call OpenAI's Responses API for text-based responses, tool calls, and conversation chaining. Parse the JSON response into a pandas DataFrame. Since OpenAI models already know how to call service of Home Assistant in general, you just have to let model know what devices you have by exposing entities from langchain_openai import ChatOpenAI from langchain. This endpoint is the primary API interface and follows OpenAI's chat completions API format, allowing seamless integration with OpenAI SDKs and compatible clients. The dialogue format makes it possible for ChatGPT to answer followup questions, admit its mistakes, challenge incorrect premises, and reject inappropriate requests. It's a production-ready upgrade of our previous experimentation for agents, Swarm. Reasoning models work better with the Responses API. May 11, 2025 · By leveraging the Responses API with OpenAI’s latest reasoning models, you can unlock higher intelligence, lower costs, and more efficien Jul 25, 2024 · The DeepSeek API uses an API format compatible with OpenAI. By modifying the configuration, you can use the OpenAI SDK or softwares compatible with the OpenAI API to access the DeepSeek API. Jul 28, 2025 · OpenAI Codex: What is it, how to access it, steps to login, examples on how to use OpenAI Codex for software development tasks. It covers the prerequisites, installation process, basic usage 9 hours ago · OpenAI was blocked without explanation. Apr 25, 2025 · Let's make a simple call to a reasoning model using the Responses API. Specifically, it appends each response token to a single Ably message, creating a complete AI response that grows incrementally while delivering tokens in realtime. You Complete reference documentation for the OpenAI API, including examples and code snippets for our endpoints in Python, cURL, and Node. Be concise. Creates a model response for the given chat conversation. For example, ChatOpenAI has use_responses_api to dictate whether to use the OpenAI Responses or Completions API. middleware import wrap_model_call, ModelRequest, ModelResponse basic_model = ChatOpenAI(model="gpt-4o-mini") advanced_model = ChatOpenAI(model="gpt-4o") @wrap_model_call def dynamic_model_selection(request: ModelRequest, handler 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 11, 2025 · The Responses API is a new way to interact with OpenAI models, designed to be simpler and more flexible than previous APIs. To start, the Responses API will Complete reference documentation for the OpenAI API, including examples and code snippets for our endpoints in Python, cURL, and Node. **Install the OpenAI Pytho Using the OpenAI API in Python is straightforward, especially with the official OpenAI Python library and available quickstart examples. Uploading files In the example below, we first upload a PDF using the Files API, then reference its file ID in an API request to the model. It demonstrates how to implement a Retrieval-Augmented Generation (RAG) approach that intelligently routes user queries to the appropriate in-built or external tools. For example, another way to query the server is via the openai Python package: Code How it works Extended OpenAI Conversation uses OpenAI API's feature of function calling to call service of Home Assistant. Refer to the model guide to browse and compare available models. It matches GPT‑4 Turbo performance on text in English and code, with significant improvement on text in non-English languages, while also being much faster and 50% cheaper in the API. As a result, real-time mode fails because the SDK always attempts to authenticate against OpenAI’s public API instead of using the Azure client credentials. Contribute to openai/openai-dotnet development by creating an account on GitHub. 6 days ago · Sample code and API for GPT-5. Model ID used to generate the response, like gpt-4o or o3. Contribute to openai/openai-cookbook development by creating an account on GitHub. Ask clarifying questions. Here's a simple example using the Responses API, our recommended API for all new projects. Responses _ OpenAI API Reference - Free download as PDF File (. Cut complexity and move faster by automating everything from monitoring to incident response. It promises a world where switching from GPT-5 to Llama-4 is as simple as changing a URL. responses API This repository contains a reference client aka sample library for connecting to OpenAI's Realtime API. Use bullet points. 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. Models can generate almost any kind of text response—like code, mathematical equations, structured JSON data, or human-like prose. Aug 20, 2024 · In this beginner-level tutorial, you will learn by example how to start using OpenAI API responses in JSON format The instructions parameter gives the model high-level instructions on how it should behave while generating a response, including tone, goals, and examples of correct responses. Azure OpenAI v1 API support As of langchain-openai>=1. File search is a tool available in the Responses API. Powering faster, smarter agents with GPT-4o & o-series models, plus new features for reliability and efficiency. Learn more in the text generation, vision, and audio guides. OpenAI offers a wide range of models with different capabilities, performance characteristics, and price points. Starting a new project? We recommend trying Responses to take advantage of the latest OpenAI platform features. Our latest image generation model, gpt-image-1, is a natively multimodal large language model. It covers decorator usage, assertion strategies, statef Integrate OpenAI API into Node. Create a . pdf), Text File (. [47] In February 2023, OpenAI launched a premium service, ChatGPT Plus, that costs US$20 per month. It makes it e Mar 28, 2025 · This cookbook guides you through building dynamic, multi-tool workflows using OpenAI's Responses API.

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