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This is a super interesting question to us, and to be honest we're not sure of the answer. Is it possible for a single ML snake to achieve 100% 1v1 win rate? What about 1v7? What we've learned so far is that playing against multiple snakes, especially AI/ML driven snakes, adds an incredible amount of complexity to the game and the top ranked snakes tend switch around quite a bit as players adjust to attack/defend spe…
Sure, the answer is trivial: 100% perfect agent isn't possible. Just have an AI play against itself. Since the game is simultaneous moves, there is no "first move advantage" or anything, so it would play out exactly as a mirror (give or take some random noise in the model). The only thing that would break the symmetry is where food spawns, which also would just be a coin flip which snake it would be close to. In a 8…
We should expect any proper AI to read and understand the others and work out who should be avoided or ganged up on. Rock-Paper-Scissors tournaments have bots that use game moves to recognize eachother and then dump all their points onto a single player -- something similar could happen in Snake as well.