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AI agents

What is an AI agent made of?

Every agent, however it is built, comes down to three parts: a model that does the reasoning, tools that let it act, and instructions that hold the goal and the rules.

Last updated 2026-06-15 · Physea Labs

Every agent, however it is built, comes down to three parts.

  • A model that does the reasoning. This is the brain that decides what to do next.
  • Tools that let it act: read a file, run a search, call an API, send a message. Without tools an agent can only talk. With them it can change things. See tool use and MCP.
  • Instructions that hold the goal and the rules: what success looks like and what the agent may or may not do.
Model reasons Tools the hands Instructions the plan Work gets done
Every agent is three parts: a model that reasons, tools that act, and instructions that hold the plan.

OpenAI’s guide frames these as the model, the tools, and the instructions that give the agent a reliable plan.[1] Strip out the tools and you are back to a chatbot. Strip out the instructions and the model has nothing to aim at.

References

  1. A Practical Guide to Building Agents (PDF) — OpenAI