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MiniMax AI's M3.1 Flash model was revealed behind the 'Space Bunny' demo, and was used in MiniMax Code to build a playable space arcade game from a single prompt in 17 minutes. The model autonomously wrote a playtest suite that passed 29 checks across desktop and emulated iPhone, with the whole build costing roughly 15 cents in tokens.
S3Gym is an interactive benchmark that evaluates large language models' ability to self-test, self-judge, and self-improve through text-based games, revealing that self-improvement effectiveness varies by task structure and experience representation.