computer use

A computer-use agent drives a real browser or desktop through screenshots and clicks. The signal is the perceive-decide-act loop plus the containment for an agent that can click, buy, or delete anything. Here is the answer.

Agents that drive a browser or screen fail in ways chat agents never do: stale DOM, dynamic pages, wrong clicks. The signal is the grounding and reliability techniques that turn a flaky demo into something usable.

An agent that clicks around a real website is slow, brittle, and one wrong click from a costly mistake. The architecture is about perception, action, and guardrails around irreversible steps. Here is how to build it.