[music] Hi everyone, I am Pugadoro and I'm the founder at Programmabs and today I'm going to talk about computer use agency evaluation and most of the work um and the details about it are in a in a paper with this title and I did this work while Meta super intelligent labs with the collaborators you see on this slide. And so to start I want to introduce this type of uh agent is a weird type of agent that I call a replay agent. So imagine we run this process um we run our frontier a frontier model a good one ...