you get better at your job every week.
your computer? pretty much the same as it was last year.
i created barestate with my friend vivek. we worked on machines that get better with use, starting with computers.
we've known each other since we were kids. back then we took apart antivirus software and reverse engineered games. later, we built an operating system together.
atom is our small model for computer use. it runs locally on apple silicon and finds things on a screen. its runtime package is 169 mb, and it found 966 out of 1,272 targets on screenspot-v2 in one pass. the predictions and evaluation are public.
here's orb working across a real app:
orbit is our research into models that can learn from how you use your computer. the idea is that your machine should get better at your work over time.
ranger is an ai engineer i built for the work that starts with a customer conversation. talk through a problem, approve a plan, and ranger works on the code in a linux machine. it uses trace, my code intelligence system, to find its way around the repo.
watch ranger go from a support problem to a code change and tests →
before all this, i founded surfcash.