Warp's factory system has a learning loop intended for self-optimization, and the team wants to add replay-based validation of suggested changes, a capability they do not yet have.

“And so this is like a, like a full learning loop that's built into the system to try to actually self-optimize. And like we don't have this yet, but the next thing that we want to do with this is like, actually for any suggested change like this, you could go back, replay the runs, and make sure that this actually would have improved them.”