I measure the instruments that measure AI agents. A benchmark is an instrument; it has a noise floor, it drifts, and current reporting practice has no field that would show either. I build the small pieces that make those visible: a probe that runs every day, a format for recording what produced a number, and the analysis that reads a leaderboard against its own noise.