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2nd Place

SPARKLETEAM

Built at The Recursive Agents Hackathon · Oct 17, 2026 · San Francisco, CA

Demo video · elevenarms.github.io/…

SPARKLETEAM is a self-improving agent team that teaches itself to load a dishwasher. It learned one law of physics and one superstition, and we measured which was which. Bigger Picture: A framework for Pareto-optimal loading strategies that trade a spotless clean against water use, and trajectories for training robots.

Team