Notes
How I build it
Short write-ups from projects I shipped: what the problem was, what I built, and what changed.
- 23 Oct 2026116 manual tasks a day to 14: automating reference checksHow a queue, a form and an LLM that knows when to ask a person took most of the hand work out of reference checks.
- 23 Oct 2026Fail closed: letting a model decide only what it is sure aboutFour places I added AI to a verification pipeline, and the one rule they share: when the model is unsure, a person decides.
- 23 Oct 2026Keeping two screens in step: from 350 ms apart to 6 msHow Pawse keeps two people watching the same movie in sync over a slow network, without streaming the video.