Openai Documentation. Oct 6, 2025 · Docs and resources to help you build with, for, and o

Oct 6, 2025 · Docs and resources to help you build with, for, and on OpenAI. Use powerful tools like remote MCP servers, or built-in tools like web search and file search to extend the model's capabilities. Learn how to use Azure OpenAI's REST API. This library is in beta and should not be treated as a final implementation. Simple and flexible. When a handoff occurs, the delegated agent receives the conversation history and takes over the conversation. 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. - bentoml/OpenLLM This repository contains a reference client aka sample library for connecting to OpenAI's Realtime API. Instructions for using language models hosted on OpenAI or compatible services with Spice. js, and more. Read more in the handoffs documentation. Exploration 3. For instance, if you make a list request and receive 100 objects, ending with obj_foo, your subsequent call can include after=obj_foo in order to fetch the next page of the list. Agents are systems that intelligently accomplish tasks—from simple goals to complex, open-ended workflows. - openai/gym Cart Pole ¶ This environment is part of the Classic Control environments. Example Python code for counting tokens. 5 days ago · From chatbots to platforms OpenAI for Healthcare reflects this product-first philosophy. Handoffs Handoffs are sub‑agents the agent can delegate to. The image (s) to edit. Welcome to the OpenAI Agents SDK. Learn how to migrate from other OpenAI models to GPT‑5. Third-party: Allow users in your workspace to access and use GPTs that were created outside of it. For dall-e-2, you can only provide one image, and it should be a square png file less than 4MB. Microsoft Foundry documentation The agent factory - Design, customize, manage, and support AI applications and agents at scale. Stitchflow delivers resilient SCIM for any IdP at 1/10th the cost and eliminates the SCIM tax. Nov 6, 2023 · In the case of iterating on an existing logo, I took OpenAI’s logo, asked GPT-4V to describe it, and then asked DALL·E to generate variations on the logo: Custom Tattoos DALL·E-3 is great at generating line art, which might be useful for generating custom tattoos. NOTE: For a version that does not use the OpenAI Agents SDK, see the branch without-agents-sdk. How to create a GPT 3. Schemas use “strict” mode when possible, otherwise they’re loaded as-is. Here’s some line art I generated with DALL·E-3: Die-Cut Stickers & T-Shirts 1 day ago · An in-depth comparison of the capabilities and features of Anthropics, OpenAI, and Claude, helping developers choose the right AI solution for their projects. Explore front-end applications built with GPT‑5. Embeddings are useful for search, clustering, recommendations, anomaly detection, classification, and more. Customers can access security reports and documentation via our Security Portal. In this article, you learn about authorization options, how to structure a request and receive a response. The input must not exceed the max input tokens for the model (8192 tokens for all embedding models), cannot be an empty string, and any array must be 2048 dimensions or less. Simply scroll down to the table view, where you can manage ownership and access settings for each individual Learn how to understand or generate images with the OpenAI API. Use remote MCP servers and OpenAI-maintained connectors for popular services to give models new capabilities. As we discuss in the GPT‑3 paper ⁠ and model card ⁠, our API models do exhibit biases that will be reflected in generated text. This pattern enables modular, specialized agents that excel at a single task. after is an object ID that defines your place in the list. Browse a collection of snippets, advanced techniques and walkthroughs. Learn about message types and available text formats like JSON and Structured Outputs. from langchain_openai import ChatOpenAI from langchain. As the owner of your ChatGPT workspace, you can view all GPTs within the workspace, along with their creation and update timestamps, assignees, and usage statistics. Authorization keys and the server URL must be included with every API call. Try popular services with a free Azure account, and pay as you go with no upfront costs. Responses OpenAI's most advanced interface for generating model responses. Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. The OpenAI Python library provides convenient access to the OpenAI REST API from any Python 3. This capability builds on our existing Advanced Data Analysis model (formerly known as Code Interpreter) to improve performance on text-rich documents including PDFs, Microsoft Word documents, and presentations. Compare capabilities, context windows, and pricing across providers. In addition to the per Embed a widget to build your own chat experiences. You can provide up to 16 images. Computer-using agent that can perform tasks on your behalf. Learn how to use PDF files as inputs to the OpenAI API. Rather than positioning AI as a bolt-on tool, OpenAI is embedding its models directly into clinical and administrative workflows, including: automating documentation, synthesising evidence and aligning outputs with institutional policies. Create stateful interactions with the model, using the output of previous responses as input. The function will receive the agent and context, and must return the prompt. Input text to embed, encoded as a string or array of tokens. Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud. OpenAI provides models with agentic strengths, a toolkit for agent creation and deploys, and dashboard features for monitoring and optimizing agents. Since this server is compatible with OpenAI API, you can use it as a drop-in replacement for any applications using OpenAI API. . Spinning Up as a Deep RL Researcher The Right Background Learn by Doing Developing a Research Project Doing Rigorous Research in RL Closing Thoughts PS: Other Resources References The Right Background Learn by Doing Developing a Research Project Doing Rigorous Research in RL Closing Thoughts PS: Other Resources References Key Papers in Deep RL 1. Learn how to use Azure OpenAI's advanced GPT-5 series, o3-mini, o1, & o1-mini reasoning models May 13, 2024 · Introducing GPT-4o and more tools to ChatGPT free users We are launching our newest flagship model and making more capabilities available for free in ChatGPT. Read more about embeddings in our embeddings guide. However, you can also provide dynamic instructions via a function. Please read that page first for general information. \n\n### Conclusion\nCopernicus prioritizes security, privacy, and compliance. Complete reference documentation for the OpenAI API, including examples and code snippets for our endpoints in Python, cURL, and Node. A toolkit for developing and comparing reinforcement learning algorithms. Must be a supported image file or an array of images. Learn how to use the OpenAI API to generate text from a prompt. Learn strategies and tactics for better results using large language models in the OpenAI API. These values won’t appear in response objects. The AI SDK is the TypeScript toolkit for building AI applications and agents with React, Next. File Uploads FAQ We’re adding a new capability to upload and work with different types of documents inside ChatGPT. Allow models to search your files for relevant information before generating a response. Extend the model's capabilities with built-in tools for file search, web search, computer use, and more. Learn how to work with audio and speech in the OpenAI API. agents import create_agent from langchain. Supports text and image inputs, and text outputs. Availability Available now to all ChatGPT Plus and ChatGPT Access and fine-tune the latest AI reasoning and multimodal models, integrate AI agents, and deploy secure, enterprise-ready generative AI solutions. Compare the capabilities of different models on the OpenAI Platform. Nov 13, 2025 · Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. To use a hosted OpenAI (or compatible) embedding model, specify the openai path in the from field of your configuration. 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 Jan 11, 2026 · Automate ChatGPT (OpenAI) SCIM provisioning without the Enterprise upgrade. Jun 11, 2020 · How will OpenAI mitigate harmful bias and other negative effects of models served by the API? Mitigating negative effects such as harmful bias is a hard, industry-wide issue that is extremely important. Learn about how to use and migrate to GPT-5. OpenAI offers text embedding models that take as input a text string and produce as output an embedding vector. For the GPT image models (gpt-image-1, gpt-image-1-mini, and gpt-image-1. 5), each image should be a png, webp, or jpg file less than 50MB. To embed multiple inputs in a single request, pass an array of strings or array of token arrays. In most cases, you can provide instructions when you create the agent. Aug 7, 2025 · Rate limits ensure fair and reliable access to the API by placing specific caps on requests or tokens used within a given time period. Explore developer resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's platform. Aug 31, 2025 · Learn how to prompt GPT‑5 for highest performance. The easiest way to get playing with the API right away is to 4 days ago · OpenAI’s Codex is an AI-powered coding assistant designed to automate repetitive tasks, enhance productivity, and support developers in code generation, debugging, and documentation. For full documentation, guides, and API references, see the official OpenAI Agents SDK Documentation. Explore resources, tutorials, API docs, and dynamic examples to get the most out of OpenAI's developer platform. 7+ application. Jan 18, 2023 · Open-source examples and guides for building with the OpenAI API. Only pay for what you use. agents. You can use it to easily prototype conversational apps. Rate limits ensure fair and reliable access to the API by placing specific caps on requests or tokens used within a given time period. Build, deploy, and optimize production-ready agents faster with pre-built components or from scratch. Transfer and Azure OpenAI Service pricing information. OpenAI Redirecting This might run for around 10 minutes, and you can leave it going in the background while you continue reading through documentation. js. Organize, revisit, and continue your work—all in one place This article features detailed descriptions and best practices on the quotas and limits for Azure OpenAI. Model-Free RL 2. This library makes it straightforward to build agentic applications—where a model can use additional context and tools, hand off to other specialized agents, stream partial results, and keep a full trace of what happened. This won’t train the agent to completion, but will run it for long enough that you can see some learning progress when the results come in. For example, another way to query the server is via the openai Python package: Code Explore all frontier coding models from OpenAI, Anthropic, Google, and more. js, Vue, Svelte, Node. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx. Both regular and async functions are accepted. Your usage tier determines how high these limits are set and automatically increases as you send more requests and spend more on the API. A cursor for use in pagination. May 21, 2025 · OpenAI discards header values and all but the schema, domain, and subdomains of the MCP server_url after each request. Share your own examples and guides. 2 and the GPT-5 model family, the latest models in the OpenAI API.

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