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AI agent, agent · agentic AI · autonomous agent

An AI that takes a goal and works through many steps on its own, using tools.

A chatbot gives one answer per question. An AI agent takes a goal, breaks it into steps, uses tools such as search, files or code, looks at what happened, and decides what to do next, again and again.

The basic loop of thinking, acting and observing was laid out in the 2022 ReAct paper. In 2023, AutoGPT made "just give it a goal" hugely popular, but also showed agents getting stuck in loops and running up costs.

The more steps, the more one early mistake can snowball. For things you can't undo, like paying or sending messages, keep a human check at the end.

Think of it like this

One friend tells you how to cook instant noodles; another boils the water, adds the noodles and tastes the soup. A chatbot is the first friend; an agent is the second. But if you hand over the kitchen, you still check the stove is off.

For example

Ask it to "find and summarize sources for my science presentation" and it will search, read and summarize, step by step.

Records about this

Source-checked moments from AI history.

Anthropic
Building Effective AI Agents

Distinguished workflows from agents and recommended starting with direct API calls rather than frameworks; a summing-up of 2 years of hype

Toran Bruce Richards
Toran Bruce Richards releases AutoGPT

Created the story of an AI that just gets on with it once you give it a goal, while also exposing the public to infinite loops, hallucinations and runaway costs

Shunyu Yao et al. (Princeton, Google Research)
Yao et al. present ReAct

The standard form of the agent loop that combines reasoning techniques with tool use. Cross-referenced with axis 3