Useful Agency
Two things go wrong when a team starts working with AI. Nobody can say whether a change actually made the output better, and everything the team knows about how the work gets done sits in one person's head. We build the layers that fix both, and they land in your repo, not ours.
- Know whether the change helped
Private evals: your own measure of whether the model is getting better at your work, not at somebody's benchmark.
- Stop being the answer to every question
A shared repository — a Team OS — your whole team can ask instead of asking you.