Things we built to answer a question, measured honestly and published with the numbers. Free to read, run and build on.
Turns a single play of football film into a position label for all 22 players. It detects and tracks everyone, splits the teams by jersey colour, calibrates the camera to real field yards, finds the line of scrimmage and the snap, drops the officials, and classifies each player by alignment.
Run and watch a fleet of autonomous LLM agents. A scheduler, a claimable job queue, daily cost budgets and crash-safe slots, with a live mission-control dashboard. Every agent is a markdown file you can edit while the floor is running, and it all runs free on a mock provider until you plug in a model.
Match a guitar tone from a song's real audio. Give it the recording and your own dry guitar, and it returns amp settings that make you sound like the record: a 3.4 MB tone encoder that runs on an iPhone makes the first guess, then a CMA-ES search refines it against the song. The benchmark we built it with, tonebench, is included.