Mar 11, 2025 · We’re evolving our platform to help developers and enterprises build useful and reliable agents. It combines large language models with tools and coordination capabilities, allowing you to create systems that can solve complex problems autonomously rather than simply responding to queries. is_homework Computer use is a practical application of our Computer-Using Agent (CUA) model, computer-use-preview, which combines the vision capabilities of GPT-4o with advanced reasoning to simulate controlling computer interfaces and performing tasks. Mar 11, 2025 · A lightweight, powerful framework for multi-agent workflows - openai/openai-agents-python Ship production-ready agents faster and more reliably across your products and organization. We focus on designing a reliable retrieval-augmented generation (RAG) agent that can reason over evidence, use tools deliberately, and evaluate its own outputs for quality. I’ve worked on automation and AI-driven projects that improve business efficiency through modern tools like React and OpenAI’s ecosystem. We were able to work with the cloud provider to fail over some databases to other regions but our scale elongated the mitigation time. Everything in Free and: Coding agent Unlimited agent mode and chats with GPT-5 mini 1 Unlimited code completions Access to models from Anthropic, Google, OpenAI, and more 300 premium requests to use latest models, with the option to buy more 2 Lightweight coding agent that runs in your terminal - openai/codex Jan 8, 2026 · OpenAI is acquiring the team behind executive coaching AI tool Convogo in an all-stock deal, adding to the firm's M&A spree. Jan 10, 2026 · To prepare AI agents for office work, the company is asking contractors to upload projects from past jobs, leaving it to them to strip out confidential and personally identifiable information. To disable statefulness, but still take advantage of reasoning: Explain important events and context clearly. Automate bookings, create docs, and handle tasks online—while staying fully in control. , AI systems that act on your behalf). 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. Jan 8, 2026 · Microsoft’s Copilot Checkout lets users browse and buy products without leaving the chat. They translate natural language into code, a technology described by artificial intelligence researchers as an AI agent. run(guardrail_agent, input_data, context=ctx. 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 Mar 11, 2025 · The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows. This guide helps you design and build a voice agent. Try popular services with a free Azure account, and pay as you go with no upfront costs. Handoffs: Peer agents hand off control to a specialized agent that takes over the conversation. agents. Start your journey today and unlock the full potential of intelligent AI agents with OpenAI AgentKit! To support these cases, OpenAI offers encrypted reasoning items, allowing you to keep your workflow stateless while still benefiting from reasoning items. An Agent is a Large Language Model (LLM) that has been configured with: Instructions – the system prompt that tells the model who it is and how it should respond. We went from chatbots to agents to brain-AI interfaces? In Jan 5, 2026 · Microsoft Foundry is a trusted platform that empowers developers to drive innovation and shape the future with AI in a safe, secure, and responsible way. Your usage tier determines how high these limits are set and automatically increases as you send more requests and spend more on the API. This is all about making OpenAI respond much faster so that when you ask a question, generate code, create an image or run an AI agent, the experience will feel more natural and useful. It is provider-agnostic, supporting the OpenAI Responses and Chat Completions APIs, as well as 100+ other LLMs. Agents Agents are the main building‑block of the OpenAI Agents SDK. OpenAI Agents SDK OpenAI Agents SDK The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows. Hold up. The blueprint covers the implementation of persistent conversation threads and secure, scalable RAG architectures designed for complex enterprise workflows. It is provider-agnostic, supporting OpenAI APIs and more. “AgentKit is a complete set of building blocks Jun 19, 2025 · OpenAI has open-sourced a new multi-agent customer service demo on GitHub, showcasing how to build domain-specialized AI agents using its Agents SDK. Orchestrating multiple agents Orchestration refers to the flow of agents in your app. 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. “AgentKit is a complete set of building blocks Oct 6, 2025 · Christina Huang from OpenAI guides you through Agent Builder—a new visual tool to create agentic workflows. Memory has emerged, and will continue to remain, a core Jan 12, 2026 · Google has unveiled a new open standard called Universal Commerce Protocol that lets AI agents shop, check out, and handle payments for you. The gpt-4. Each tool should have a standardized definition, enabling flexible, many-to-many relationships between Sep 9, 2025 · Multi-issue and handoff resilience – In multi-problem chats, per-issue mini-summaries let the agent pause/resume, escalate to humans, or hand off to another agent while staying consistent. You can build powerful agentic experiences on our stack, with help in choosing the right models, augmenting your agents with tools, using different modalities (voice, vision, etc. Jan 5, 2026 · Following unprecedented early demand, Zeta expands beta access for first two Athena agentic applications LAS VEGAS—January 5, 2026— Today, at CES 2026, Zeta Global (NYSE: ZETA), the AI Marketing Cloud, announced a strategic collaboration with OpenAI to power the conversational intelligence and agentic applications behind Athena by Zeta™, its superintelligent agent built for enterprise Oct 5, 2023 · Once our agent knows your location and the weather, it’ll use GPT’s internal knowledge to suggest suitable local activities for you. This project delivers tailored AI solutions capable of performing complex tasks, automating workflows, and providing intelligent decision support. Importing the SDK and authenticating with OpenAI We start by importing the OpenAI SDK at the top of our JavaScript file and authenticate with our API key, which we have stored as an environment variable. Ship production-ready agents faster and more reliably across your products and organization. Do you need to be concerned? This course comes with a 30-day money-back guarantee. Use the OpenAI platform to build agents capable of taking action—like controlling computers —on behalf of your users. Feb 3, 2025 · OpenAI is releasing a new artificial intelligence tool that's designed to carry out time-consuming online research for users about everything from complex science questions to car recommendations — expanding the startup's portfolio of AI agents that act on a person's behalf. The OpenAI Responses API includes basic memory support through built-in state and message chaining with previous_response_id. This means you can now explicitly disallow OpenAI’s crawlers in your site’s robots. Explore all available nodes for composing workflows in Agent Builder. For example, you might show the user every new item generated by the agents, or just the final For lower latency, using reasoning. effort="none" with gpt-5. The service, called About The Role As a Security Engineer on the Agent Security Team, you will be at the forefront of securing OpenAI’s cutting-edge agentic AI systems. from langchain_openai import ChatOpenAI from langchain. OpenAI’s databases are globally replicated but region-wide failover currently requires manual intervention from the hosting cloud provider. LLM Agent with History: Provide the LLM with access to previous steps in the conversation. Minimize prompt injections and other risks when building agent workflows with OpenAI Agent Builder. Here’s a Python Agents SDK example: uv pip install openai-agents Access and fine-tune the latest AI reasoning and multimodal models, integrate AI agents, and deploy secure, enterprise-ready generative AI solutions. Develop advanced Agentic Systems that use GPT-4o’s function-calling capabilities to interact with internal APIs and legacy databases. By structuring the system around Oct 22, 2025 · Agent Mode (Preview): In an early version of what OpenAI calls “AI agents,” Atlas can complete multi-step tasks for you: book a reservation, compare flights, organize a project brief. - openai/openai-realtime-agents Oct 6, 2025 · A new generation of apps you can chat with and the tools for developers to build them. (Microsoft Image, click for larger version) [Editor’s Note: Agents of Transformation is an independent Langflow is a low-code AI builder for agentic and retrieval-augmented generation (RAG) apps. [!NOTE] Looking for the JavaScript/TypeScript version? Check out Agents SDK JS/TS. Model – which OpenAI model to call, plus any optional model tuning parameters. Drag and drop nodes, connect tools, and publish y Computer use is a practical application of our Computer-Using Agent (CUA) model, computer-use-preview, which combines the vision capabilities of GPT-4o with advanced reasoning to simulate controlling computer interfaces and performing tasks. 2 days ago · Major shift in the tech world: Salesforce and OpenAI are deepening their ties to bring autonomous AI agents to the workplace. Knowledge Base: Create a knowledge base of “Stuff You Should Know” podcast episodes, to be accessed through a tool. Code in Python and use any LLM or vector database. If you want Codex in your code editor (VS Code, Cursor, Windsurf), install in your IDE. txt file. Non-OpenAI models You can use most other non This is a simple demonstration of more advanced, agentic patterns built on top of the Realtime API. The examples are organized into several categories that demonstrate different patterns and capabilities. Defining tools Tools extend your agent's capabilities by using APIs from underlying applications or systems. Use the OpenAI Agent Builder to start from templates, compose nodes, preview runs, and export workflows to code. This moves us closer to Jan 7, 2026 · With GPT-5. This is Boost productivity with ChatGPT Agent. Compare capabilities, context windows, and pricing across providers. OpenAI just led a $250M seed round into Merge Labs. ), and evaluating and optimizing your application. Use the OpenAI API and Agents SDK to create powerful, context-aware voice agents for applications like customer support and language tutoring. The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows in JavaScript/TypeScript. OpenAI Codex describes two AI-assisted software development tools released by OpenAI. Use the Agents SDK for Python or TypeScript to create orchestration logic on the backend. Oct 8, 2025 · In this article, I took a deep dive into OpenAI's Agent Builder and explained how can you build an end-to-end functional agent. Core concepts: Agents: LLMs configured with instructions, tools The OpenAI platform provides composable primitives to build agents: models, tools, state/memory, and orchestration. Azure OpenAI Service pricing information. 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. Oct 6, 2025 · OpenAI CEO Sam Altman on Monday announced the launch of AgentKit, a toolkit for building and deploying AI agents, at the firm’s Dev Day event. e. 2 days ago · In this tutorial, we build an advanced agentic AI workflow using LlamaIndex and OpenAI models. I'm Jerome W Dewald Welcome to the OpenAI Agents SDK. 20 hours ago · The OpenAI Agents SDK provides a higher-level framework for building agentic applications on top of OpenAI models. 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) -> ModelResponse: """Choose model based on conversation Mar 11, 2025 · OpenAI is also making its web search, file search and computer use tools available directly through the responses API. 1 family (including mini and nano variants) also remains a solid choice for building interactive agent apps. Oct 7, 2025 · OpenAI’s AgentKit is here — a new suite of tools that makes building AI agents faster, safer, and more visual than ever. OpenAI just pulled off a major talent grab that could shake up the AI startup world! Welcome to AI News in a Minute, brought to you by Tavus, the future of interactive video. It bundles together tools that previously were fragmented, so teams can move from prototype to production with much less friction. Non-GPT-5 models If you pass a non–GPT-5 model name without custom model_settings, the SDK reverts to generic ModelSettings compatible with any model. Mar 27, 2025 · Setup To execute this cookbook, you’ll need to install the following packages providing access to OpenAI’s API, the Agents SDK, and libraries for audio processing. OpenAI provides models with agentic strengths, a toolkit for agent creation and deploys, and dashboard features for monitoring and optimizing agents. Orchestrating via code: determining the flow of Oct 6, 2025 · OpenAI CEO Sam Altman on Monday announced the launch of AgentKit, a toolkit for building and deploying AI agents, at the firm’s Dev Day event. Agents are systems that intelligently accomplish tasks—from simple goals to complex, open-ended workflows. It's a production-ready upgrade of our previous experimentation for agents, Swarm. SB Energy, a SoftBank-owned company, will build and operate OpenAI’s previously announced 1. Additionally, you can set your OpenAI API key for use by the agents via the set_default_openai_key function. . Multi-agent system design patterns There are many ways to design multi‑agent systems, but we commonly see two broadly applicable patterns: Manager (agents as tools): A central manager/orchestrator invokes specialized sub‑agents as tools and retains control of the conversation. 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. We establish human baselines for each competition Explore all frontier coding models from OpenAI, Anthropic, Google, and more. js proxy for your local models. This project—titled openai-cs-agents-demo —models an airline customer service chatbot capable of handling a range of travel-related queries by dynamically routing requests to specialized agents. It allows developers to define agents capable of reasoning through tasks, invoking tools, and orchestrating multi-step workflows. Which agents run, in what order, and how do they decide what happens next? There are two main ways to orchestrate agents: Allowing the LLM to make decisions: this uses the intelligence of an LLM to plan, reason, and decide on what steps to take based on that. 2 is recommended. 1, Tolan built a voice app optimized for low latency, accurate context, and stable personalities as conversations evolve. announced at Dreamforce 2025, the new partnership integrates the upcoming GPT-5 model into Salesforce's Agentforce 360. Core concepts: Agents: LLMs configured with instructions, tools Mar 17, 2025 · The OpenAI Agents SDK is a Python framework that enables developers to build AI applications capable of making decisions and taking actions. Alternatively, you can use the built-in functionality to point the Agents SDK against third party models. Alternatively, for the Python SDK you can also use the LiteLLM integration to proxy to vLLM. Examples Check out a variety of sample implementations of the SDK in the examples section of the repo. To this end, we curate 75 ML engineering-related competitions from Kaggle, creating a diverse set of challenging tasks that test real-world ML engineering skills such as training models, preparing datasets, and running experiments. Mar 11, 2025 · The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows. Categories agent_patterns: Examples in this category illustrate common agent design patterns, such as Deterministic workflows Agents as tools Parallel agent execution Conditional tool OpenAI Agents SDK OpenAI Agents SDK The OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows. Codex CLI is a coding agent from OpenAI that runs locally on your computer. At the end of the agent run, you can choose what to show to the user. A company working on bridging biological and artificial intelligence. 4 days ago · The collaboration will help OpenAI's models deliver faster response times for more difficult or time-consuming tasks, the companies said. ", ) async def homework_guardrail(ctx, agent, input_data): result = await Runner. Dec 15, 2025 · This work aims to provide an up-to-date landscape of current agent memory research, clearly delineating the scope of agent memory and distinguishing it from related concepts such as LLM memory, retrieval augmented generation (RAG), and context engineering, and articulate a forward-looking perspective on emerging research frontiers. OpenAI Crawlers Start Here: What OpenAI’s Update Means for Your Website OpenAI has recently announced a feature that allows website operators to block its GPTBot web crawler from scraping content to help train its language models, like GPT-3 or GPT-4. context) final_output = result. People already use ChatGPT to ask Jan 7, 2026 · With GPT-5. What is OpenAI AgentKit? OpenAI AgentKit is OpenAI’s freshly announced, unified framework for building, deploying, and optimizing agents (i. 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. Rate limits ensure fair and reliable access to the API by placing specific caps on requests or tokens used within a given time period. 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. May 2, 2023 · LLM Agent: Build an agent that leverages a modified version of the ReAct framework to do chain-of-thought reasoning. final_output_as(HomeworkOutput) return GuardrailFunctionOutput( output_info=final_output, tripwire_triggered=not final_output. Perhaps most significantly, they are working with Stripe to allow these AI agents to handle payments and checkouts instantly. agents import create_agent from langchain. Jan 10, 2026 · [BENGALURU] OpenAI and SoftBank Group will invest US$500 million each in SB Energy to expand data centre and power infrastructure for their Stargate initiative, SB Energy said on Friday (Jan 9). Oct 9, 2024 · We introduce MLE-bench, a benchmark for measuring how well AI agents perform at machine learning engineering. 2-gigawatt This example demonstrates how to use Agno's built-in OpenAI moderation guardrail to detect and block content that violates OpenAI's content policy. Oct 5, 2023 · Once our agent knows your location and the weather, it’ll use GPT’s internal knowledge to suggest suitable local activities for you. Oct 6, 2025 · New tools for building, deploying, and optimizing agents. 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 vLLM for your self-hosted models. People already use ChatGPT to ask 3 days ago · OpenAI has officially transitioned its groundbreaking browser-based agent, Operator, from a specialized research preview into a cornerstone of the global ChatGPT ecosystem. For example: User turn: user enter text Runner run: first agent calls LLM, runs tools, does a handoff to a second agent, second agent runs more tools, and then produces an output. Unlock advanced automation and intelligence with custom AI agents built using GPT, LangChain, and OpenAI APIs. 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.

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