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on earth the simple rules of natural selection and competition led to the evolution of increasingly intelligent life-forms today we ask if comparably simple rules at multi-agent competition can also lead to intelligent behavior in a new virtual world these agents are playing hide and seek these agents have just begun learning but theyve already learned to chase and run away this is a hard world for a hider who has only learned to flee however after training and millions of rounds of hide-and-seek the hiders find a solution the hiders learn to use rudimentary tools to their advantage by grabbing and locking these blocks they can create their own shelter the Seekers are locked in place for a brief period at the start of the game giving hiders a chance to prepare even so the hiders must learn to collaborate accomplishing tasks that would be impossible for any single individual the hiders are not the only ones who can learn to use tools after many generations of failing to break into the
