Tools Openai Agents. responses. Defining tools Tools extend your agent's capabilities

responses. Defining tools Tools extend your agent's capabilities by using APIs from underlying applications or systems. According to OpenAI, the tool can translate text, voice, and images while taking tone, idioms, and context into account. Jan 7, 2026 · OpenAI announced ChatGPT Health on Wednesday, which the company said will offer a dedicated space for users to have conversations with ChatGPT about their health. Local runtime tools: run in your environment (computer use, shell, apply patch). Agents combine language models with tools to create systems that can reason about tasks, decide which tools to use, and iteratively work towards solutions. Dec 4, 2025 · As OpenAI declares "code red" over Google's Gemini, AWS unveiled Nova Forge for building custom frontier models, Trainium3 chips that produce 5x more tokens per megawatt, and AI agents to eliminate tech debt. You can also invoke Copilot coding agent from external tools, allowing you to assign tasks to Copilot, provide context, and open pull requests without leaving your workflow. Learn more about built-in tools. , AzureAISearchAgentTool), the SDK produces two separate, disconnected trace trees instead of correlating all spans under the caller's parent span. Hosted OpenAI tools: run alongside the model on OpenAI servers. Mar 17, 2025 · Learn how to build intelligent AI applications with OpenAI's Agents SDK. Sep 9, 2025 · In this cookbook, we’ll explore how to manage context effectively using the Session object from the OpenAI Agents SDK, focusing on two proven context management techniques— trimming and compression —to keep agents fast, reliable, and cost-efficient. This comprehensive guide covers creating agents, implementing tools, structured outputs, and coordinating multiple age Apr 16, 2025 · Learn how to build AI agents in 2025 using OpenAI’s latest tools, including the Assistants API and Responses API. Why Context Management Matters Discover Foundry Tools (formerly Azure AI services) to help you accelerate creating AI apps and agents using prebuilt and customizable tools and APIs. May 2, 2023 · This notebook takes you through how to use LangChain to augment an OpenAI model with access to external tools. 5 days ago · Anthropic’s new agentic AI tool is the startup’s latest effort to take on rivals such as OpenAI and Google by focusing on serving the general consumer market. Subscribe to Microsoft Azure today for service updates, all in one place. 1 day ago · To build truly autonomous AI agents, consider these core components: LlamaIndex handles knowledge retrieval, while OpenAI models power natural language understanding. e. The new tool offers translation for over 50 languages, understands tone and context, and allows 5 days ago · OpenAI faces cash crunch, Meta scales AI compute, robots learn worlds, Slackbot AI agent, Meta cuts metaverse jobs, Senate fast-tracks deepfake bill. For legacy systems without APIs, agents can rely on computer-use models to interact directly with those applications and systems through web and application Uls-just as a human would. At the center of this system is Foundry Agent Service, which enables the operation of agents across development, deployment, and production. Its aim is to help frontier models produce better, more relevant responses. An LLM Agent runs tools in a loop to achieve a goal. Jan 11, 2026 · Introducing Claude for Healthcare with HIPAA-ready infrastructure, plus expanded Life Sciences tools for clinical trials and regulatory submissions. (#9275 Mar 4, 2022 · Starting with a set of labeler-written prompts and prompts submitted through the OpenAI API, we collect a dataset of labeler demonstrations of the desired model behavior, which we use to fine-tune GPT-3 using supervised learning. Available templates: default - Minimal setup to get started quickly advanced - All configuration options with detailed comments tools - Examples of custom tools and extending the agent You can also specify a custom output path:. g. Jan 12, 2026 · Anthropic, on Sunday, introduced Claude for Healthcare, a set of custom artificial intelligence (AI) tools aimed at healthcare professionals and consumers seeking information in this area. 🦜🔗 The platform for reliable agents. Follow this guide closely to ensu RAG agents One formulation of a RAG application is as a simple agent with a tool that retrieves information. With Codex, developers can simultaneously deploy multiple agents to independently handle coding tasks such as writing features, answering questions about your codebase, fixing bugs, and proposing pull requests for review. (#9213) Collaboration tools gained richer agent control: spawn_agent accepts an agent role preset, and send_input can optionally interrupt a running agent before delivering the message. 5 (FastAPI server). Step-by-step guide for startups and enterprises to build smart agents for automation and customer engagement. 5 days ago · I am trying to use the classes in the agents SDK but I cannot get the agent to use function tools. OpenAI provides models with agentic strengths, a toolkit for agent creation and deploys, and dashboard features for monitoring and optimizing agents. New Features App-server v2 now emits collaboration tool calls as item events in the turn stream, so clients can render agent coordination in real time. Check out the new Cloud Platform roadmap to see our latest product plans. The complete platform for agent development AgentKit gives you the tools to build agentic workflows, deploy UI, and optimize performance, fast and reliably. 4 The Impact on Consumers Jan 8, 2026 · Microsoft Foundry is designed to change that. Dec 4, 2025 · Codex models advance the frontier of intelligence and efficiency and our recommended agentic coding model. The company is developing its own AI tools, such as a chatbot named Sparky, and is exploring how its internal agents can interact with external ones from companies like OpenAI to maintain control over the customer experience. Jan 8, 2026 · The Zeta integration of OpenAI models into its marketing AI agent reflects a broader shift in how enterprise marketing platforms are used. May 16, 2025 · Introducing Codex: a cloud-based software engineering agent that can work on many tasks in parallel, powered by codex-1. Learn more about MCP Tools. Understanding this relationship — intent versus action — is crucial for comparing these agents. This creates a browser_use_default. Codex CLI is a coding agent from OpenAI that runs locally on your computer. People already use ChatGPT to ask 3 days ago · OpenAI has introduced ChatGPT Translate, a new AI tool aimed at competing with Google Translate. None yet Development Code with agent mode feat: #794 Expose `ToolInputParameters` and `ToolOptions` from the top-level exports so wrappers can import the tool types openai/openai-agents-js Participants This creates a browser_use_default. This reduces token overhead, improves response time, and narrows the model’s decision space. There are three main types of web search available with OpenAI models: Non‑reasoning web search: The non-reasoning model sends the user’s query to the web search tool, which returns the response based on top results. If you want Codex in your code editor (VS Code, Cursor, Windsurf), install in your IDE. Building with OpenAI Agents SDK & Composio Framework Comparison (OpenAI Agents, Crew AI, Lang-Graph, Autogen): Posted On Jan 13, 2025 • Edited On Jan 15, When invoking an Azure AI Foundry agent via the Responses API (openai_client. Alternatively, you can use the built-in functionality to point the Agents SDK against third party models. New connectors to CMS, Medidata, and ClinicalTrials. The interface is familiar to Google Translate with Build a Telegram assistant with MemMachine and voice support An AI assistant that NEVER forgets using MemMachine for persistent cross-session memory, with Nov 25, 2024 · The Model Context Protocol (MCP) is an open standard for connecting AI assistants to the systems where data lives, including content repositories, business tools, and development environments. , when the model emits a final output or an iteration limit is reached. Apr 14, 2025 · The GPT-4. Mar 11, 2025 · OpenAI has released a slew of new dedicated tools designed to power AI 'agents,' including a new API and SDK. Agents as tools: expose an agent as a callable tool without a full handoff. Jul 24, 2025 · The new tool, Bugbot, integrates with Github, a platform where engineers keep their code. An agent runs until a stop condition is met - i. In particular, you'll be able Use the OpenAI Agent Builder to start from templates, compose nodes, preview runs, and export workflows to code. Jan 11, 2026 · Anthropic launches Claude for Healthcare, expanding AI tools for clinicians, insurers, and patients. OpenAI has debuted a dedicated ChatGPT-powered translation tool. Mar 11, 2025 · Integrated observability tools ⁠ (opens in a new window) to trace and inspect agent workflow execution These new tools streamline core agent logic, orchestration, and interactions, making it significantly easier for developers to get started with building agents. 6 days ago · I’m working with OpenAI GPT‑5 models in AI Foundry / Responses API. Use your agents, your way Use GitHub Copilot, your own custom agents, or the third-party ones you already rely on. Oct 6, 2025 · Fresh off an AI chip deal with AMD, OpenAI makes its case to developers about the latest in research, product and engineering. Aug 5, 2025 · Agents SDK integration Want to use gpt-oss with OpenAI’s Agents SDK? Both Agents SDK enable you to override the OpenAI base client to point to Ollama using Chat Completions or your Responses. 5 days ago · Major Retailers: Large retailers like Walmart are not sitting on the sidelines. js proxy for your local models. 1 family of models represents a significant step forward from GPT-4o in capabilities across coding, instruction following, and lon 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. Function calling: wrap any Python function as a tool. Plus, the latest efforts to automate jobs with AI. MCP Tools: Integrations with third-party systems via custom MCP servers or predefined connectors such as Google Drive and SharePoint. gov. 4 days ago · OpenAI has launched ChatGPT Translate as a standalone tool that allows users to translate content across more than 50 languages. I noticed that when I try to use the connected_agent tool with gpt-5-mini, I get this error: Jan 12, 2026 · In this blog, I’ll explain the OpenAI Agents SDK, its components, uses, and more and compare it with LangGraph, CrewAI, and AutoGen, helping you choose the best framework for your needs. create_agent provides a production-ready agent implementation. CEO Matt Garman explains how AWS is positioning itself in the AI arms race. Each tool should have a standardized definition, enabling flexible, many-to-many relationships between Jan 12, 2026 · A Blog post by Alejandro AO on Hugging Face LangChain is an open source framework with a pre-built agent architecture and integrations for any model or tool — so you can build agents that adapt as fast as the ecosystem evolves Dec 29, 2025 · A curated list of skills, tools, tutorials, and capabilities for AI coding agents (Claude, Codex, Copilot, VS Code) - heilcheng/awesome-agent-skills Learn how to deploy and manage containerized AI agents with zero infrastructure setup by using the feature of hosted agents in Microsoft Foundry. To enable this, use the web search tool in the Responses API or, in some cases, Chat Completions. 4 days ago · OpenAI is planning to bring over more researchers from Thinking Machines Lab after nabbing two cofounders, a source familiar with the situation says. Contribute to langchain-ai/langchain development by creating an account on GitHub. While folks have been using the main chatbot for translation for some time, you can now find ChatGPT Translate on its own webpage Eigent Open Source Cowork is a desktop multi-agent workforce that connects to your context and can control the browser and desktop apps to automate real work. 5 days ago · OpenAI has quietly rolled out a new ChatGPT feature called ChatGPT Translate, and it looks very similar to Google Translate on the web. Oct 14, 2025 · Walmart’s new partnership with OpenAI will allow customers and members to shop with ChatGPT, creating an AI-first experience where shoppers can simply chat and select. 22 hours ago · Both Claude Code and OpenAI Codex depend on such tools to turn an agent’s intent into real work. create()) with tools (e. Agents are systems that intelligently accomplish tasks—from simple goals to complex, open-ended workflows. 6. The agent factory - Design, customize, manage, and support AI applications and agents at scale. Available templates: default - Minimal setup to get started quickly advanced - All configuration options with detailed comments tools - Examples of custom tools and extending the agent You can also specify a custom output path: 5 days ago · Anthropic announced healthcare AI tools connecting to insurance databases and patient records, intensifying competition with OpenAI in the medical market. I’m integrating Twilio SIP with OpenAI Realtime using openai-agents==0. When a human or agent introduces changes, Bugbot automatically flags any errors. 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. py file with a working example. We can assemble a minimal RAG agent by implementing a tool that wraps our vector store: 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. Built-in tools: Tools that are provided by OpenAI that extend the model's capabilities, like web search or file search. It's a platform that combines models, tools, frameworks, and governance into a unified system for building intelligent agents.

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