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walmartpotato

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

walmartpotato — Demo video

NoManual is an AI agent that works out how an undocumented machine operates. It is given a camera, four unlabeled control wires, and a zone it must avoid. Muse Spark Open puts forward explanations, each experiment attempts to disprove one, and deterministic code determines which ones remain. When someone swaps two motor wires during a run, the agent notices its predictions failing, deduces the new wiring, and completes the task. Afterward it produces the operating manual, with every sentence citing the experiments that support it. The problem: real machines frequently lack documentation or have outdated versions, and figuring them out by hand is slow and risky. In a recorded run on an actual laser rig, NoManual learned the controls, withstood a live rewire, and wrote its manual. In simulation it finished 5 of 8 runs on a gantry welding cell with 0 hazard entries, and 145 of 148 manual claims matched the true machine.

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