Top news
Investing in the public benefit OfficialAnthropic NewsOct 18Popular Musk Pledges SpaceX Shares to ‘Every Kid in America’ WebBloomberg TechnologyOct 19Popular Websites are closing their doors to AI agents WebThe Verge AIOct 17 This is the new ChatGPT Voice, powered by GPT Live OfficialOpenAI on YouTubeOct 18 How AI giants will reshape global philanthropy WebAxios AIOct 19 Gemini 4 Argon Really Surprised Me WebTwo Minute PapersOct 19 Google Gemini 4 agents just beat Minecraft with no human intervention WebEngadget AIOct 19 Who could it be? 🧐 OfficialGoogle on YouTubeOct 18 Anthropic gives outside AI watchdog “employee-like” access WebArs Technica AIOct 18 What are self-replicating ‘AI worms’, and why is Anthropic worried about them? WebThe Guardian AIOct 18
GlossaryAgentsIntermediate

Agentic tasks

Also written: agentic AI tasks, Agent tasks, Agentic Task Search, Agentic Search, Agentic task completion, Autonomous task completion, AI task execution, Agentic voice tasks

Tasks where an AI agent operates autonomously to achieve a goal, making decisions and taking actions.

In plain terms

Agentic tasks are jobs an AI system can do completely on its own. Instead of just following direct commands, the AI figures out the steps needed to reach a final goal. It can make its own decisions along the way.

Think of asking an AI to plan a trip. An agentic AI wouldn't just list flights. It would research destinations, book hotels, create an itinerary, and adjust if flights change, all without constant human input.

The expert version

Agentic tasks involve AI systems that can autonomously plan, reason, and execute a series of actions to achieve a defined objective. These systems go beyond simple instruction following by exhibiting goal-directed behavior, which may include self-correction, resource management, and interaction with external environments or tools. The complexity can range from multi-step data analysis to long-horizon problem-solving.

Key aspects include the AI's ability to decompose a high-level goal into sub-tasks, select appropriate tools or methods, and adapt its strategy based on intermediate results or unforeseen circumstances. This contrasts with traditional AI applications that require explicit step-by-step human guidance for each action.

Why it matters now

Frontier AI labs are focusing on agentic tasks as they develop more capable AI models. These models are designed to operate more autonomously, planning and executing actions to achieve user goals. This shift is evident in new model releases and infrastructure investments aimed at supporting more complex AI operations.

Where it shows up 26 items, newest first
How each company uses it
Google Gemini
Google Gemini is developing models like Gemini 3.5 Flash and 3.8 Live for agent tasks, document analysis, and more natural voice interactions.
Meta Meta AI
Meta AI introduced Muse Wonder and Muse Wonder Full models specifically for agentic tasks to improve personal and professional AI performance.
Microsoft Copilot
Microsoft is investing in custom silicon and infrastructure to power more efficient and powerful AI, which underpins services that likely utilize agentic tasks.
OpenAI ChatGPT
OpenAI is integrating intelligent UI elements into ChatGPT that can build interactive tools on the fly, suggesting a move towards more agentic task completion.
Related terms

AI agentsAutonomous systemsPlanningReasoningDecision makingGoal-directed AI

Often confused with
Automated tasks
Automated tasks follow pre-programmed scripts or rules without
Tool use
Tool use is a component of agentic tasks, where the AI uses external t
Prompt engineering
Prompt engineering focuses on crafting inputs for AI, wherea
Origin

The concept of agentic tasks emerged from research in artificial intelligence, particularly in areas like intelligent agents, autonomous systems, and reinforcement learning. It describes AI systems designed to act independently in complex environments to achieve goals.

Try this about 5 minutes

Ask an AI assistant like ChatGPT, Claude, or Copilot to 'plan a weekend trip to a national park for two people, including travel, lodging, and activities.' Observe how it generates an itinerary, suggests options, and potentially asks clarifying questions to complete the task autonomously.

Try it: Playbook entries that use thisPlaybook →

The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.

Questions people ask

What is the difference between an agentic task and a regular AI task?
Regular AI tasks usually require specific instructions for each step. Agentic tasks allow the AI to figure out the steps itself to reach a broader goal.
Do agentic tasks require human supervision?
While humans set the initial goal, agentic tasks are designed to be completed with minimal or no step-by-step human supervision. The AI manages the process autonomously.

First seen on Subvolts Aug 7, 2025. Updated Oct 15, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.