Agentic
Also written: agentic AI systems, agentic workflows, Agentic misbehavior, Agentically, Agentic technology, Autonomous AI, Agentic knowledge work, Autonomous knowledge work
AI systems that can act autonomously, plan, and use tools to achieve goals.
Agentic AI refers to artificial intelligence systems designed to operate independently. Instead of just responding to a direct command, these systems can figure out the steps needed to reach a goal, make a plan, and even use tools to get the job done.
Think of an AI assistant that can book your travel. It wouldn't just ask for dates. It would understand your request, search for flights and hotels, compare options, and make the bookings, all on its own. This involves planning, decision-making, and interacting with other software or services.
Agentic AI systems are designed for autonomous operation, capable of planning, reasoning, and executing actions to achieve predefined objectives. These systems often leverage tool use, allowing them to interact with external environments or software to gather information or perform tasks. The core capability involves breaking down complex goals into a sequence of actionable steps and dynamically adapting the plan based on intermediate results or environmental feedback.
Tradeoffs include increased complexity in design and safety considerations, as autonomous action requires robust error handling and alignment mechanisms. Current research focuses on improving planning capabilities, tool integration, and the ability to handle more complex, multi-step tasks with greater reliability.
Agentic AI systems are a major focus as companies like Google and Microsoft are integrating them into their core products, such as coding assistants and robotics. This trend shows a shift towards AI that can operate more independently, making decisions and executing tasks without constant human input, as seen in Google's Gemini Notebook and Microsoft's Copilot updates.
- Use Google Antigravity in the Gemini app on MacGoogle · Gemini Help Center ·
- Agentic autofix for code scanning alerts general availabilityMicrosoft · GitHub Changelog: Copilot ·
- The EU’s next chapter in AI is agenticOpenAI · OpenAI News ·
- Ep 880: Gemini Notebook: 7 New Updates and What They Unlock (Replay)Google · Everyday AI ·
- Gemini 4 Argon in GitHub CopilotMicrosoft · GitHub Changelog: Copilot ·
- Gemini 4 Argon for RoboticsGoogle · Google DeepMind Blog ·
- Gemini 4 Carbon 🧠, Nvidia weighs Reflection acquihire 💰, decision model race 🤖Google · TLDR AI ·
- Frustratingly Easy Agentic RAG via Portable Skills: A Case Study in Customer SupportAnthropic · arXiv cs.AI ·
- Google brings agentic AI to Gemini, starting with businessesGoogle · TechCrunch AI ·
- Local sandboxing for GitHub Copilot now generally availableMicrosoft · GitHub Changelog: Copilot ·
- How Jump Trading is scaling quant research with ChatGPTOpenAI · OpenAI News ·
- Open and Emergent Problems in Agentic Privacy and Security: A Contextual AngleGoogle · Google Research Blog ·
- AIProver: Agentic Auto-Formalization of Mathematical Research via Certificate-Driven Evolving HarnessAnthropic · arXiv cs.AI ·
- spark Gemini 3 FlashGoogle · Gemini Models ·
- auto_awesome Gemini 3.1 ProGoogle · Gemini Models ·
- Gemini Deep ResearchGoogle · Gemini Models ·
- Bring your ideas to Meta VR Glasses: a complete guide for mobile and web developersMeta · Meta Developers on YouTube ·
- How to build an agentic C-Suite with Google Cloud ADK and Cloud RunGoogle · Google Cloud Tech on YouTube ·
- ✈️ Powering the Cockpit: Boost Your M365 Flight Crew | Boost Microsoft 365 with Cowork, Scout & MoreMicrosoft · Microsoft Developer on YouTube ·
- AI agents have a normal-people problemOpenAI · Axios AI ·
- Gemini Deep ResearchGoogle · Gemini Models ·
- Gemini 2.5 FlashGoogle · Gemini Models ·
- Thinking Before Thinking: Scaling Agentic Inference Through Meta-ReasoningAnthropic · arXiv cs.AI ·
- OpenAI launches Dots, its bubbly agentic avatarOpenAI · TechCrunch AI ·
- OpenAI launches Dots, its Muse competitorOpenAI · The Verge AI ·
- Anthropic releases Sonnet 5.5, which it calls a significantly cheaper, faster work partnerAnthropic · TechCrunch AI ·
- Google tests buying from Walmart-owned Flipkart through Gemini and AI Mode in IndiaGoogle · TechCrunch AI ·
- Scoop: Top AI companies probing tens of thousands of security incidentsOpenAI · Axios AI ·
- Another OpenAI Sandbox Failed, AI Agent Gained Internet AccessOpenAI · Bloomberg Technology ·
- OpenAI’s Models Accessed Public US Census, SEC DataOpenAI · Bloomberg Technology ·
- Agentic autofix now uses Copilot MemoryMicrosoft · GitHub Changelog: Copilot ·
- Qualcomm Wants Its AI Chips On Every DeviceAnthropic · AI Inside ·
- [ASL] Building for Meta VR Glasses with Web / WebXRMeta · Meta Developers on YouTube ·
- Ep 869: AI SuperApps: Why Every Company is Racing to Create One and What They are (Start Here Series Vol 28)OpenAI · Everyday AI ·
- Microsoft introduces a new approach to security operations built for AI agentsMicrosoft · Microsoft Source ·
- How invideo improves color grading 3x with GPT‑6 AstraOpenAI · OpenAI News ·
- Introducing Support for Local AI Models in the Antigravity SDKGoogle · Google Developers Blog ·
- Claude Opus 5.5 takes the top spot on the Artificial Analysis Intelligence IndexAnthropic · Artificial Analysis ·
- OpenAI Develops Features to Counter Grok Bot, Mulls Response to Meta’s MuseOpenAI · The Information ·
- Claude Certified Developer Foundations (CCDV-F) Certification CourseAnthropic · freeCodeCamp ·
- Benchmarking Grok 4.7xAI · Artificial Analysis ·
- Why the basics still matter for cybersecurity in the AI eraMicrosoft · Microsoft Source ·
- spark Gemini 3 FlashGoogle · Gemini Models ·
- auto_awesome Gemini 3.1 ProGoogle · Gemini Models ·
- Great example from Jeff Hollan showing how Foundry makes long-running agents enterprise-ready, starting with business outcomes and building security, safety guardrails, auditability, and FinOps into the system from the start, across the entire multi-agent, multi-model workflow.Microsoft · Microsoft Source ·
- Gemini Deep ResearchGoogle · Gemini Models ·
- Вспышка Gemini 2.5Google · Gemini Models ·
- Вспышка Gemini 3.5Google · Gemini Models ·
- Вспышка Gemini 3.6Google · Gemini Models ·
- Kërkime të Thella të BinjakëveGoogle · Gemini Models ·
- Gemini 3.1 Flash-LiteGoogle · Gemini Models ·
- Gemini 3.1 ProGoogle · Gemini Models ·
- Binjakët 3 BlicGoogle · Gemini Models ·
- Anthropic reveals rogue AI agents hate CAPTCHAs, just like youAnthropic · TechCrunch AI ·
- Supercharge your coding agent with the Google Cloud Developer PluginGoogle · Google Cloud Tech on YouTube ·
- bolt Gemini 3.5 Flash-LiteGoogle · Gemini Models ·
- auto_awesome Gemini 3.1 ProGoogle · Gemini Models ·
- spark Gemini 3 FlashGoogle · Gemini Models ·
- Building MCP servers with VS Code — Level up your MCPMicrosoft · Microsoft Developer on YouTube ·
- Gemini API Cookbook: feat(examples): add autonomous video production with Omni and managed agents (#1369)Google · Gemini API Cookbook ·
- Gemini API Cookbook: docs(quickstarts): enrich video understanding with agentic guidance, multi-turn, and custom FPS (#1358)Google · Gemini API Cookbook ·
- 1Password increases engineering productivity 21% with CodexOpenAI · OpenAI News ·
- Model Release NotesOpenAI · OpenAI Help Center ·
- bolt Gemini 3.1 Flash-LiteGoogle · Gemini Models ·
- auto_awesome Gemini 3.1 ProGoogle · Gemini Models ·
- Agentic BAIM-LLM Evaluation (ABLE): Benchmarking LLM Use of Protein Design ToolsAnthropic · arXiv cs.AI ·
- Our most capable and efficient frontier model for professional workOpenAI · OpenAI Research ·
- OpenAI says GPT-6 Astra is 'the most intelligent and aligned model in the world'OpenAI · Engadget AI ·
- Why we built the Responses APIOpenAI · OpenAI Developers Blog ·
- Gemini 3.5 Flash | Gemini APIGoogle · Gemini Models ·
- Gemini 3.1 Flash-Lite | Gemini APIGoogle · Gemini Models ·
- Use research on ClaudeAnthropic · Claude Help Center ·
- AI:AM Highlights: Recursive Self-Improvement, Rushed and Vibe-Coded?OpenAI · The Cognitive Revolution ·
- Image GenerationxAI · xAI Docs: Guides ·
- How canvases make agentic workflows visible, steerable, and cost-efficientMicrosoft · GitHub Blog: Copilot ·
- Chat with FilesxAI · xAI Docs: Guides ·
- Introducing Claude Sonnet 5Anthropic · Anthropic News ·
- The AI shift most companies didn't see comingMicrosoft · Microsoft on YouTube ·
- Ep 834: Gemini Notebook: 7 New Updates and What They UnlockGoogle · Everyday AI ·
- #253 - Opus 5, Gemini 3.6, Kimi K3, Hugging Face HackAnthropic · Last Week in AI ·
- Gemini API Managed Agents: 3.6 Flash, hooks, and moreGoogle · The Keyword: AI ·
- Introducing Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash CyberGoogle · Google DeepMind Blog ·
- #252 - GPT 5.6, Grok 4.5, Nemotron-Labs-Diffusion, AI 2040OpenAI · Last Week in AI ·
- OpenAI's Plans For Its New ChatGPT SuperappOpenAI · Big Technology ·
- Available today: OpenAI’s GPT-5.6 in Microsoft 365 CopilotMicrosoft · Microsoft 365 Copilot Blog ·
- Available today: Anthropic’s Claude Sonnet 5 in Microsoft 365 CopilotMicrosoft · Microsoft 365 Copilot Blog ·
- Ep 810: ChatGPT Tasks: What’s New, How They Work and 5 Secret Shortcuts to Use TodayOpenAI · Everyday AI ·
- Introducing computer use in Gemini 3.5 FlashGoogle · Google DeepMind Blog ·
- Interactions API: our primary interface for Gemini models and agentsGoogle · The Keyword: Developers ·
- SpaceX IPOs at $2.89T Market Cap, US Govt Suspends Fable & Mythos 5, Altman Delays OpenAI’s IPO | EP #265OpenAI · Moonshots with Peter Diamandis ·
- Introducing LifeSciBenchOpenAI · OpenAI News ·
- Ep 799: AI SuperApps: Why Every Company is Racing to Create One and What They areOpenAI · Everyday AI ·
- Claude Fable 5 BANNED: The First Model Agentic Engineers DON'T NEEDAnthropic · IndyDevDan ·
- Introducing Gemma 4 12B: a unified, encoder-free multimodal modelGoogle · Google DeepMind Blog ·
- OpenAI Cookbook: SchemaFlow: Agentic Database Change Impact Analysis, SQL Generation, and Eval Guardrails (#2768)OpenAI · OpenAI Cookbook ·
- Introducing Gemma 4 12B: a unified, encoder-free multimodal modelGoogle · The Keyword: Developers ·
- Warp’s big bet on building open source with GPT-5.5OpenAI · OpenAI News ·
- OpenAI named a Leader in enterprise coding agents by GartnerOpenAI · OpenAI News ·
- Ep 781: OpenAI’s Codex For Beginners Pt 2: Advanced Agentic Strategies broken down for NewbiesOpenAI · Everyday AI ·
- Gemini 3.5: frontier intelligence with actionGoogle · Google DeepMind Blog ·
- Ep 768: Microsoft Outlook Goes Agentic, Gemini Gets File Creation, Manus brings Cloud computer and More. 7 New Practical AI UpgradesGoogle · Everyday AI ·
- LWiAI Podcast #242 - ChatGPT Images 2.0, Qwen 3.6 Max, Kimi-K2.6OpenAI · Last Week in AI ·
- OpenAI models, Codex, and Managed Agents come to AWSOpenAI · OpenAI News ·
- Speeding up agentic workflows with WebSockets in the Responses APIOpenAI · OpenAI News ·
- Partnering with industry leaders to accelerate AI transformationGoogle · Google DeepMind Blog ·
- Gemini Robotics-ER 1.6: Powering real-world robotics tasks through enhanced embodied reasoningGoogle · Google DeepMind Blog ·
- Enterprises power agentic workflows in Cloudflare Agent Cloud with OpenAIOpenAI · OpenAI News ·
- Announcing the OpenAI Safety FellowshipOpenAI · OpenAI News ·
- Gemma 4: Byte for byte, the most capable open modelsGoogle · Google DeepMind Blog ·
- Gemini in Chrome: Your agentic browsing assistantGoogle · Google AI: Release Notes ·
- Rakuten fixes issues twice as fast with CodexOpenAI · OpenAI News ·
- OpenAI to acquire PromptfooOpenAI · OpenAI News ·
- Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced | #234Anthropic · Moonshots with Peter Diamandis ·
- Introducing the Stateful Runtime Environment for Agents in Amazon BedrockOpenAI · OpenAI News ·
- Gemini 3.1 Pro: A smarter model for your most complex tasksGoogle · Google DeepMind Blog ·
- Gemini API Changelog: February 19, 2026Google · Gemini API Changelog ·
- GPT-5.3-Codex System CardOpenAI · OpenAI News ·
- Writing effective tools for AI agents—using AI agentsAnthropic · Anthropic Engineering ·
- Gemini 3 Flash: frontier intelligence built for speedGoogle · Google DeepMind Blog ·
- How confessions can keep language models honestOpenAI · OpenAI News ·
- Google Antigravity: Hands on with our new agentic development platformGoogle · Google AI: Release Notes ·
- Building more with GPT-5.1-Codex-MaxOpenAI · OpenAI News ·
- GPT-5.1-Codex-Max System CardOpenAI · OpenAI News ·
- ChatGPT Atlas and the next era of web browsing - Episode 9OpenAI · The OpenAI Podcast ·
- Introducing GPT-5.1 for developersOpenAI · OpenAI News ·
- Introducing Aardvark: OpenAI’s agentic security researcherOpenAI · OpenAI News ·
- Introducing AgentKit, new Evals, and RFT for agentsOpenAI · OpenAI News ·
- The good, the bad, and the future of AI agentsAnthropic · Decoder with Nilay Patel ·
- Anthropic expands global leadership in enterprise AI, naming Chris Ciauri as Managing Director of InternationalAnthropic · Anthropic News ·
- gpt-oss-120b & gpt-oss-20b Model CardOpenAI · OpenAI News ·
- ChatGPT agent System CardOpenAI · OpenAI News ·
- Addendum to OpenAI o3 and o4-mini system card: OpenAI o3 OperatorOpenAI · OpenAI News ·
- Introducing OpenAI o3 and o4-miniOpenAI · OpenAI News ·
- Introducing Structured Outputs in the APIOpenAI · OpenAI News ·
- Achieving 10x growth with agentic sales prospectingOpenAI · OpenAI News ·
- Practices for Governing Agentic AI SystemsOpenAI · OpenAI News ·
- Anthropic Claude
- Anthropic is exploring agentic workflows by enabling AI agents to easily use specialized tools for tasks like customer support.
- Google Gemini
- Google is heavily investing in agentic AI, developing new Gemini models and resources to build AI agents that can reason, output files, and control robots.
- Microsoft Copilot
- Microsoft is making agentic AI a reality in its products by enabling Copilot to automatically fix code security alerts and integrating advanced AI models for coding.
- OpenAI ChatGPT
- OpenAI is observing the growing adoption of agentic AI in European businesses, indicating a global trend towards more autonomous AI applications.
- AI Assistants
- AI assistants typically respond to direct commands, while agentic
- Robotics
- Robotics involves physical embodiment and action in the real world, wh
- Expert Systems
- Expert systems rely on predefined rules for decision-making, whi
The concept of agentic AI has roots in artificial intelligence research, particularly in areas like intelligent agents, planning, and multi-agent systems. The term has gained prominence with the rise of large language models capable of more complex reasoning and action.
Use a tool-use enabled AI like ChatGPT with plugins or a Gemini Advanced interface. Ask it to plan a weekend trip to a specific city, including booking hypothetical flights and hotels. Observe how it breaks down the request, identifies necessary steps, and simulates using tools to find information.
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
- ToolAIProver for autonomous proof auto-formalization and synthesisAn agentic framework for automating mathematical proof formalization and synthesis using evolving harnesses. · 240 min
- Safety tipProduct-level safety mitigations for agentsEmploy product-level safety measures like agent sandboxing and configurable network access for AI models. · 15 min
- Anti-patternRelying solely on chat for complex agentic workflowsChat becomes a long scroll of buried instructions, logs, and corrections, making work hard to track and audit. · 5 min
- Model pickOpen-weight models for agentic workflowsgpt-oss-120b and gpt-oss-20b are suitable for agentic workflows needing instruction following and tool use. · 15 min
- Setting tipEnable agentic autofix for code scanning alertsTurn on Copilot's automated code fix suggestions for security alerts. · 5 min
Questions people ask
- What's the difference between a regular AI and an agentic AI?
- Regular AI typically responds to direct prompts. Agentic AI can take a goal, plan the steps to achieve it, and execute those steps autonomously, often using tools.
- Can agentic AI make mistakes?
- Yes, agentic AI systems can make mistakes. Their autonomous nature means they need robust error checking and safety mechanisms to ensure they act reliably and align with intended goals.
First seen on Subvolts Dec 14, 2023. Updated Oct 18, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.

