Compile once, govern every repair

Most software robots re-read the manual every single time they run. A person who has done a task a hundred times does not re-derive it on attempt 101. The robot does. A general computer-use agent looks at the screen, thinks, picks an action, looks again, thinks again, all the way to the end, every run. For a task nobody has seen before, that is exactly right. For the tenth-thousandth triage note in the same clinic, it is a strange thing to pay for: latency, model cost, and a plan that comes out slightly different each time. ...

July 20, 2026 · 5 min · OpenAdapt Team