It allows you to search your knowledge base and generate an answer based on the retrieved content. Create stateful interactions with the model, using the output of previous responses as input. Web Search: Include data from the Internet in model response generation. See the Streaming section below for more information. File Search: Search the contents of uploaded files for context when generating a response. from openai import OpenAI. It enables models to retrieve information in a This is where file search — a hosted tool you can use in the Responses API — comes in. File search is a tool available in the Responses API. In my experience, crafting a comprehensive system instruction that guides the model to consistently utilize the file_search tool proves effective. Allow the model access to external systems and data using function calling. api_key=os. Previously, File Search was available only in beta via the Assistants API, File search was previously available on the Assistants API. It combines the simplicity of Chat Since releasing the Responses API in March 2025 with tools like web search, file search, and computer use, hundreds of thousands of Displaying File Citations After Migrating from Assistants API to Responses API Issue I’ve recently migrated from the Assistants API Use powerful tools like remote MCP servers, or built-in tools like web search and file search to extend the model's capabilities. Provide PDFs either as Base64-encoded data or as file IDs obtained after We’ve put together a guide on how to do RAG on PDFs using file search in the new Responses API: Doing RAG on PDFs using File Search in the Responses API | OpenAI Is there a way to fine-tune a model for use with the Responses API (specifically, for an application that uses function calling and file If set to true, the model response data will be streamed to the client as it is generated using server-sent events. Extend the model's capabilities with built-in tools for The Responses API is our new API primitive for leveraging OpenAI’s built-in tools to build agents. OpenAI automatically Web search allows models to access up-to-date information from the internet and provide answers with sourced citations. File search 「File search」は「Response . Allow models to search your files for relevant information before generating a response. To retrieve a response from a previous call to the responses API. OpenAI models with vision capabilities can also accept PDF files as input. It’s now available on the new Responses API, an API that can be stateful or stateless, and with from new features The key innovation is how it simplifies development by automatically handling orchestration logic and natively integrating OpenAI’s built-in tools for web search and file 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. In this article, we will first examine the File Search tool from among those announcements. File Search augments the Assistant with knowledge from outside its model, such as proprietary product information or documents provided by your users. getenv("AZURE_OPENAI_API_KEY"), base_url="https://YOUR-RESOURCE Extend the model's capabilities with built-in tools for file search, web search, computer use, and more. Furthermore, providing the This image is a notice from the OpenAI Team informing users that file search and web search tools will no longer be available via API 「Responses API」の「File search」ついてまとめました。 ・File search 前回 1. OpenAI automatically With the introduction of the Responses API, Microsoft is enabling a new standard for AI development within the Azure ecosystem. To enable this, use the web It sounds like you're encountering an issue where the file_search tool in the Azure OpenAI Responses API is not being invoked when used alongside other custom tools.
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