
Roasted Phoenix
770 posts

Roasted Phoenix
@Roasted_Phoenix
Mad Scientist of Film, Video Games and Technology. World First: Reinforcement Learning: Super Mario Bros. All Stars on physical console with cartridge!














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World First: Reinforcement Learning: Super Mario Bros. All Stars on physical console with cartridge! As per multiple searches, no one has ever connected a physical console to the computer and completed a Super Mario Bros.™ level. There are plenty of examples with OpenAI's Gym code set, however those examples did not use a physical console, nor did they use a physical cartridge. On November 11th 2025, episode 1034 completed Super Mario Bros. All-Stars™ version, level 1-1 on a physical console (Retron5) with a physical cartridge of Super Mario Bros. All Stars for the Super Nintendo. While numerous searches for this type of experiment has not found any other examples of this, I wanted to document it so that we can say definitively: Super Mario Bros. All-Stars™ version for the Super Nintendo Entertainment System™, has had level 1-1 cleared without memory access, using a physical cartridge with optical capabilities that emulate the human more then the game. This was completed exclusively as if a human was playing the game. In other words, It read the screen and pushed buttons.













