Autonomous agent

Definition
An AI that pursues a goal across many steps on its own, without a person approving each individual move.

Why it matters

Autonomy is where the time saving comes from, and also where the risk comes from. A wrong turn at step two is carried into every later step, and nobody sees it until the end. A mistake with a reversible action, such as a bad draft, costs minutes. A mistake with an irreversible action, such as a sent email or a deleted record, cannot be taken back. The skill is deciding how much autonomy each task has earned.

How to apply it

  • Ask one question first: if this goes wrong while nobody is watching, can it be undone cheaply?
  • Give the agent read access and drafting rights first. Add the right to send, pay or delete only after it has proved reliable.
  • Set limits on steps, time and spend, after which the agent must check in.
  • Log every action, so a wrong turn can be traced and undone.
  • Keep a person on anything final through human-in-the-loop approval.

What it is

A chatbot answers one request and waits. An autonomous agent takes a goal, such as "research these ten companies", and works through it. It plans a step, takes an action with a tool such as search or email, reads the result, and decides what to do next. This loop repeats until the goal is met, a limit is reached or the agent asks for help.

Autonomy is a scale and not a switch. At one end a person approves every action. At the other the agent runs unattended for hours. Most useful set-ups sit in between.

Common mistakes

  • Treating autonomy as a sign of quality. An agent can be fully autonomous and wrong.
  • Giving write access to email, payments or records on day one.
Worked example

Suppose a founder asks an agent to research ten potential referral partners and draft a short profile for each. The agent plans its next step, researches with Claude, reads what it finds and decides what to check next. At step two it treats a holding company's subsidiary as the partner itself, and the error carries into the next six profiles. The founder catches it only because every action is logged, and ten minutes of review recovers the work. The team then limits the agent to research and drafting, caps each run at forty steps and keeps every email for a person to approve. After a month of clean runs, the agent may send follow-ups to a list the founder has approved, and nothing new.

Tools in the example

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