Openai Responses Api Stateful. See the include parameter for Response creation above for more in

See the include parameter for Response creation above for more information. Agentic tool-use: The Responses API makes it easy to supercharge agentic workflows with tools like File Search, Image Gen, Code Interpreter, and MCP. responses API Learn how to deploy and manage containerized AI agents with zero infrastructure setup by using the feature of hosted agents in Microsoft Foundry. May 31, 2025 · I am exploring new Responses API for my project and I have a strange problem with multi-shot approach using “previous_response_id” in my requests which makes this endpoint absolutely incomparable to Assistant API… First two shots are done with o4-mini reasoning model, and when I set for the third shot gpt-4o-mini model, it cannot see the previous responses of the model (messages with Mar 11, 2025 · We’re making improvements to how you build assistants and use tools with the OpenAI API. It demonstrates how to implement a Retrieval-Augmented Generation (RAG) approach that intelligently routes user queries to the appropriate in-built or external tools. Is it possible to use threads python API? My scenario is similar to this: Instructions: My name is X and in each run or request from user you need to generate a unique text message and great the user Run 1: Hi X, this is a unique text 1 that will May 27, 2025 · With the introduction of the Responses API, Microsoft is enabling a new standard for AI development within the Azure ecosystem. Nov 7, 2025 · The Responses API is OpenAI's modern interface for generating model responses with text, images, or structured outputs. openai:openai-java SDK takes care of most of the complex tasks like authentication, request formatting, and response parsing. Enter the Responses API. OpenAI 近日宣布，其迄今为止最先进的代理式编程模型 GPT-5. For informa 3 days ago · The openai-responses library is a pytest plugin that automatically mocks HTTP requests to the OpenAI API. Additional fields to include in the response. Generate or edit images You can generate or edit images using the Image API or the Responses API. A system (or developer) message inserted into the model's context. Both Azure OpenAI's use your data feature and Bing Chat use Azure OpenAI models combined with Retrieval Augmented Generation to help further ground model responses. Extend the model's capabilities with built-in tools for file search, web search, computer use, and more. Nov 10, 2023 · The new Assistants API is a stateful evolution of our Chat Completions API meant to simplify the creation of assistant-like experiences, A guide to integrating the OpenAI Responses API with Keywords AI. … Mar 12, 2025 · I’ve been tinkering and want to make sure I’m tracking correctly. This reduces token overhead, improves response time, and narrows the model’s decision space. Learn how to build agents with the OpenAI Agents SDK. Why Mock External APIs? 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. Responses _ OpenAI API Reference - Free download as PDF File (. Learn what it is, how it compares to Chat Completions and Assistants, and its key features and limitations. Conversations and tool state are tracked automatically. It appears that managing conversation state on the server side by passing the previous_response_id is limited to only the last message? Am I missing something? I’m looking for a way to extend this functionality such that I could, for example, pass a single parameter that would fetch the entire history of the conversation Aug 4, 2025 · Hi I am banging my head for couple of days to figure out what i am missing. Nov 13, 2025 · A complete overview of the new OpenAI Responses API. 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 A system (or developer) message inserted into the model's context. Mar 31, 2024 · Hi all I want to create one stateful thread that is capable in memorising old messages and using prompt to ask it to always get back to old messages. It's a fully-compatible drop-in replacement for the official 3 days ago · This document provides a comprehensive overview of which OpenAI API endpoints are supported by openai-responses, their feature completeness, and how they are implemented in the codebase. Aug 4, 2025 · Hi I am banging my head for couple of days to figure out what i am missing. 2-Codex 正式通过 API 向开发者开放接入。 这一模型此前已经在 OpenAI 自家的 Codex 开发环境中 Model name that generated the response. 1 has undergone more training on effectively utilizing tools passed as arguments in an OpenAI API request. The Responses API also adds support for the new computer-use-preview model which powers the Computer use capability. g. It supports inline tool execution (functions, web search, file search, computer Aug 14, 2025 · The OpenAI Responses API is a new stateful interface that is adds a few features on top of the previous stateless APIs (e. I have a GPT-4o deployed and im trying to use the following code to query via Response API. This data is either uploaded by the customer, using the Files API or vector store, or is automatically stored in connection with certain stateful entities such as the Responses API, the Threads feature of the Assistants API, and Stored completions. Mar 12, 2025 · Dive into the new Responses API, designed to simplify complex, multimodal interactions with stateful conversations and hosted tools. Sep 1, 2025 · Migrating from OpenAI Assistants API to Responses API: Why It Changed and What Developers Need to Know “If you built a chatbot with OpenAI before mid-2024, you may have noticed a big shift: the … Apr 17, 2025 · The Responses API is the new stateful API. Apr 17, 2025 · The Responses API is the new stateful API. Mar 11, 2025 · File search was previously available on the Assistants API. … Sep 2, 2025 · Explore the differences between the Assistant API and Responses API, including state management, performance, and use cases for each. 2 3B など）をアダプターでスイッチする環境構築チュートリアルをまとめます。 Aug 5, 2025 · Client examples: chat — a basic terminal chat application that uses the Pytorch or Triton implementations for inference along with the python and browser tools responses_api — an example Responses API compatible server that implements the browser tool along with other Responses-compatible functionality 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. These models often generate internal chains of thought before providing a final answer. Here’s a Python example: The Responses API is our new API primitive, an evolution of Chat Completions which brings added simplicity and powerful agentic primitives to your integrations. After creating a conversation object, you can keep using it across sessions, devices, or jobs. Dec 4, 2025 · Then why there is no truncation or maximum turn budget control, besides the maximum model input, offered anywhere in Responses with stateful conversations, especially given that an unexposed value must be set for “auto” to operate and for “compaction” to operate. Jul 31, 2025 · The API takes care of context and state no need to attach previous messages. Using prompt caching, I would need to send the long text each time at the beginning of the Jun 3, 2025 · The OpenAI Responses API is a 2025 upgrade to how developers interact with LLMs—designed specifically for agentic workflows. The API combines the declarative message format of Chat Completions (familiar, stateless message interface) with the agent tooling born in the Assistants API (tool support, state management, threads). 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. Mar 11, 2025 · The Responses API represents OpenAI’s shift toward more agentic API primitives. While the Chat Completions API follows a straightforward request-response pattern, the Responses API employs an event-driven architecture that better accommodates tool execution, multi-turn reasoning, and stateful interactions. OpenAI has a new Responses API, which, in contrast to the de facto standard Chat Completion API that other providers have adopted as well, is stateful. It categorizes endpoints by their characteristics (stateless vs. 3 days ago · This page provides a comprehensive overview of OpenAI API endpoint coverage in the openai-responses library. Responses API enables developers to achieve asynchronous inference for long-running inference workloads, simplifies tool use integration for agentic workflows, and also supports stateful conversation management. 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. We’ll do this by adding a new “reasoning language” option to the model’s system prompt, and applying supervised fine-tuning with Hugging Face’s TRL library on a multilingual reasoning The Responses API is a new stateful API from OpenAI. It makes it e Aug 5, 2025 · Use the API vLLM exposes a Chat Completions-compatible API and a Responses-compatible API so you can use the OpenAI SDK without changing much. Sep 9, 2025 · This is a big problem for OpenAI! It means that anyone writing code against OpenAI’s reasoning models (like GPT-5) won’t be able to pass around the chain-of-thought, and so GPT-5 will appear less capable than it would in OpenAI’s own products like ChatGPT. Mar 22, 2025 · OpenAI has recently launched its Responses API, a sophisticated toolset designed to enhance the capabilities of AI agents. Mar 11, 2025 · We’re making improvements to how you build assistants and use tools with the OpenAI API. 3 days ago · This page demonstrates how to write your first test using the `openai-responses` library. 2 days ago · どうも、「プログラムの力でお客様の企業価値を最大化したい」、ファンリピートの竹村です。 今日は、OpenAI Responses API 互換を軸に、OpenAI とローカルLLM（軽量モデル／llama3. The change makes sense from their business perspective. Using prompt caching, I would need to send the long text each time at the beginning of the A system (or developer) message inserted into the model's context. Mar 12, 2025 · According to an official blog post by OpenAI, the Responses API is "stateful", meaning it automatically manages conversation history, eliminating the need for developers to manually track The Conversations API works with the Responses API to persist conversation state as a long-running object with its own durable identifier. It offers a […]. 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. Data stored for such features: Aug 26, 2025 · Responses API (AzureOpenAI) is significantly slower on average than the Chat Completions endpoint. Create responses with support for streaming, reasoning, prior response state, and optional Remote MCP tools. What Does “Stateful” Mean for Developers? Use the OpenAI Agent Builder to start from templates, compose nodes, preview runs, and export workflows to code. Originally launched by OpenAI and now natively supported in Microsoft Foundry, the Responses API combines the simplicity of the Chat Completions API with the advanced tool-calling capabilities of the legacy Assistants API. It brings together the best capabilities from the chat completions and assistants API in one unified experience. 3 days ago · Purpose and Scope This page provides a comprehensive overview of OpenAI API endpoint coverage in the openai-responses library. This enables fast, deterministic, and cost-free testing of code that depends on the OpenAI Python SDK. 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 3 days ago · This page documents the support for OpenAI's Assistants API endpoints in the openai-responses library. This innovative offering integrates features such as web search, file Create responses with support for streaming, reasoning, prior response state, and optional Remote MCP tools. Aug 16, 2025 · Unlike the Chat Completions API, which is fundamentally stateless, the Responses API is designed to be **stateful**. It offers a streamlined way to build powerful agentic experiences by allowing 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. Mar 11, 2025 · To address these hurdles, OpenAI is introducing several new offerings: Responses API, built-in tools for web and file search, a computer use tool and the open-source Agents SDK. Apr 14, 2025 · Compared to previous models, GPT-4. Sep 22, 2025 · Why /v1/responses is the best way to build We designed Responses to be stateful, multimodal, and efficient. Apr 8, 2025 · Learn how to use OpenAI's Responses API to build AI applications with function calling, structured outputs, and built-in tools. While Chat Completions remains supported, Responses is recommended for all new projects. When using along with previous_response_id, the instructions from a previous response will not be carried over to the next response. Jun 13, 2025 · The new OpenAI Responses API allows you to create stateful interactions between a user and OpenAI models, with the ability to invoke tools like the code interpreter. The official com. The Assistants API is a stateful API that allows creating AI assistants with persistent threads, 3 days ago · The openai-responses library is a pytest plugin that automatically mocks HTTP requests to the OpenAI API. Defaults to null when using the session default. Originally launched by OpenAI and now natively supported in Azure AI Foundry, the Responses API combines the simplicity of the Chat Completions API with the advanced tool-calling capabilities of the Assistants API. For managing stateful OpenAI resources, see Managing State Across Calls. txt) or read online for free. It obliterates a ton of boilerplate and observability debt, but in exchange you marry the OpenAI ecosystem more tightly. stateful, streaming support) and maps them to their implementation classes in the codebase. I want to talk about OpenAI's New Tools for Building Intelligent Agents Openai Agents SDK, Responses API OpenAI has introduced a suite of new tools aimed at empowering developers and enterprises to build more sophisticated and reliable AI agents. In this notebook, we show how OpenAI’s open-weight reasoning model OpenAI gpt-oss-20b can be fine-tuned to reason effectively in multiple languages. Azure recently announced that they support ResponseAPI on azure hosted OpenAI models. gpt-oss should not be used without using the harmony format, as it will not work correctly. Occasionally some Responses requests have extreme latency outliers (requests appear to get congested). Open WebUI provides first-class support for models that exhibit "thinking" or "reasoning" behaviors (such as DeepSeek R1, OpenAI o1, and others). It works seamlessly with any large language model (LLM) provider—whether it's Claude, Qwen, Deepseek R1, Ollama, or others. Dec 4, 2025 · Amazon Bedrock now supports Responses API on new OpenAI API-compatible service endpoints. 2-Codex OpenRouter normalizes requests and responses across providers for you. Oct 11, 2025 · Its main job is to make it easier to build stateful, multi-turn conversations where the AI can use tools and actually remember what you were just talking about. Learn how to stream model responses from the OpenAI API using server-sent events. Mar 26, 2025 · 💡 What is Open Responses? Open Responses lets you run a fully self-hosted version of OpenAI's Responses API. Given this new option, when would you still use cache prompting if the Responses API can “save” the initial message/prompt? For instance, let’s say we have a long text with many small, independent queries (perhaps one per paragraph of the long text). 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. Jun 3, 2025 · OpenAI’s Response API is the fastest on-ramp we’ve seen to production-grade, tool-using agents. For information about mocking OpenAI API endpoints specifically, see Defining Mock Responses. Guidance from OpenAI is to build new projects using this API instead of chat/completions - but they ensure (for now) indefinite support for chat/completions. The Responses API is a new stateful API from Azure OpenAI. It can understand text and images and leverage its broad world knowledge to generate images with better instruction following and contextual awareness. Out of the box Some Azure Direct Models features store data in the service. Our latest image generation model, gpt-image-1, is a natively multimodal large language model. Here's a simple way to think about it: if the Chat Completions API is like a calculator (great for single, one-off calculations), the Responses API is more like a full spreadsheet. pdf), Text File (. This makes it simple to swap out system (or developer) messages in new responses. Concepts Roles Every message that the model processes has a role associated with it. 6 days ago · Sample code and API for GPT-5. Ollama provides compatibility with parts of the OpenAI API to help connect existing applications to Ollama. By implementing a simple weather agent across the OpenAI SDK, OpenAI Agents SDK, LangChain, LangGraph, and the Microsoft Agent Framework. The Assistants API is a stateful API that allows creating AI assistants with persistent threads, 3 days ago · The openai-responses library exposes the underlying RESPX router, allowing you to define custom mocks for any HTTP endpoint. Oct 6, 2025 · This release adds support for OpenAI's /v1/responses API through the LM Studio REST server. Aug 28, 2025 · Part of the Azure AI Foundry agent development stack The Responses API is the fastest way to start building intelligent, tool-using agents—perfect for single-agent experiences that leverage built-in tools, maintain multi-turn state, and work with popular OpenAI models, including GPT-5 and fine-tuned models. May 31, 2025 · The Response API changes that by offering optional stateful conversations, managed directly by the OpenAI platform. The response includes a unique identifier you can use to continue the conversation seamlessly. Dec 10, 2025 · Azure AI Search is an AI-powered information retrieval platform that helps developers build rich search experiences and generative AI apps that combine large language models (LLMs) with enterprise or web data. A comprehensive guide for developers of all skill levels. It can manage the conversation history for you, simplifying multi-turn and multi-tool interactions. We encourage developers to exclusively use the tools field to pass tools, rather than manually injecting tool descriptions into your prompt and writing a separate parser for tool calls, as some have Jul 31, 2025 · OpenAI’s new Response API introduces true statefulness to language models unlocking a new era of context-aware, intelligent automation. It covers the minimal setup required to mock OpenAI API calls in a pytest test function using the `@openairesp 1 day ago · Building Basic API Interactions OpenAI API Authentication Configuration Options for Java Once your setup is ready, you can dive into making API calls. Mar 12, 2025 · Openai Agents SDK, Responses Api is the new tools provided by Openai. This works similarly to how threads functioned in the Assistant API, but with a much simpler interface. /chat/completions, etc). It covers the prerequisites, installation process, basic usage Mar 27, 2025 · Responses API - an agentic API for easy engagement with our frontier models through managed stateful conversations, tracing of responses to enable evaluation, and built-in tools for file search, web search, computer use, and more Aug 5, 2025 · The format is designed to mimic the OpenAI Responses API, so if you have used that API before, this format should hopefully feel familiar to you. Instead of making real network calls during testing, the library intercepts requests using RESPX and returns configurable mock responses. 1 day ago · This blog demonstrated how the OCI OpenAI package makes it easy to build agentic applications on OCI Generative AI using multiple frameworks. Stateful interactions - pass a previous_response_id to continue interactions without needing to manage message history yourself. Create stateful interactions with the model, using the output of previous responses as input.

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