A quantum computer works differently, but it is faster.
https://www.nature.com/articles/d41586-020-03434-7
The quantum computer in 200 seconds solved a problem that would take 2.5 billion years on a supercomputer.
It is possible to re-write a chess program in a quantum programming language. If it is written in a smart way, then it can take advantage of the higher speed achievable by parallel instead of sequential calculation.
Theory wasn't hurt a lot. Computers agree with a lot of stuff humans came up with... of course there are also disagreements, but this is also interesting and good for the game. People learn from computers.
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As far as I know it's wrong to think of quantum computers as faster versions of classical computers. Quantum is only faster in specific cases. I assume it wont be possible to write a chess program that runs faster on quantum than classical.
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When computer chess was first becoming very strong, there was a worry that the way super strong computers played would be incomprehensible e.g. a lot of shuffling around that didn't make sense to the human observers, but so far that hasn't been the case, and with the most recent big breakthrough (neural network based engines) the play only became more human, not less.