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AGENTS & TOOLS

Agent.

AI agent · agentic system

An AI system that takes actions, uses tools, and adapts its next steps to work toward a goal.

In plain words

An agent is a system that can choose actions in response to its situation. In modern AI products, the word usually means a language model connected to tools and a loop that lets it carry out a task over several steps.

A closer look

Instead of producing only one answer, an agent can inspect information, choose a tool, observe the result, and decide what to do next. The surrounding software manages access, state, and stopping conditions. Some systems follow a largely fixed workflow; others let the model choose more of the path. The boundary is a spectrum, and the term is used inconsistently.

An agent’s useful capabilities depend on the whole system: its model, tools, instructions, permissions, and feedback. A capable model with no access to your calendar cannot book a meeting. Giving it calendar access still does not guarantee that it will choose the right time.

In practice

AN EXAMPLE

A research agent searches for three reports, reads them, notices a missing figure, searches again, and produces a comparison with sources. Its next action depends on what it finds.

A useful distinction

“Agent” does not mean conscious, fully autonomous, or morally responsible. It describes an operational role. A technical agent is not automatically a moral agent.

Sources & further reading

Anthropic — Building effective agents (opens in a new tab)