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“The Mud Tub is an experimental organic interface that allows people to control a computer while playing in the mud.” (Set the video to Fullscreen by clicking on the monitor icon.)

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e m a i l t o s i s t a
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Infinite Mario AI

I’m guessing that the red lines and arcs you see are future moves the AI is choosing from. Moves could be selected by ranking their potential outcomes. A move’s score increases for positive outcomes like landing on solid ground, squashing an enemy, moving closer to the goal line, or headbutting a |?| box. The score decreases for negative outcomes like being killed by an enemy or falling in a pit.