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This article buries the lede so much that many readers probably miss it completely: the important takeaway here, which is clearer in The Register's version of the story, is that ChatGPT cannot actually play chess:
To actually use an LLM as a chess engine without the kind of manual intervention that this person did, you would need to combine it with some other software to automate continuing to ask it for a different next move every time it suggests an invalid one. And, if you did that, it would still mostly lose, even to much older chess engines than Atari's Video Chess.
edit: i see now that numerous people have done this; you can find many websites where you can "play chess against chatgpt" (which actually means: with chatgpt and also some other mechanism to enforce the rules). and if you know how to play chess you should easily win :)