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Culture War Roundup for the week of April 6, 2026

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Level, yes. You can actually do an okay-ish enough job by just dialing down some numbers. The great thing about the ELO system is that you can just use results to figure out how to 'rate' a bot. Just create a gimped bot, let it play a bunch of people online, see what rating range it ends up in, and poof, you've got a bot that plays "at that level". Want it a bit higher/lower? Turn it up/down a smidge. You'd need a lot of top-level players to play along with the scheme to dial it in decently at the elite level, though. Your estimate of its level gets better as it plays more, so this is likely practical for someone like chess.com for very short games. It's harder for elite-level and longer games, just because it's going to be hard to get enough data.

Style? Not a chance. At least not right now. This is an area where a lot of folks are investing significant efforts. The hope is that rather than just using traditional engines, you can take gigantic databases of human moves, sprinkle in some ML magic, and get something that plays more like humans. My sense is that no one has been really successful in doing so yet. I haven't even heard any rumors of any top-level players finding someone who has managed to do this and then proceeding to use it. Maybe someone has, and they're keeping it top secret for a competitive edge, but if so, it's very secret, and I haven't heard a peep.