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Culture War Roundup for the week of October 5, 2026

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You probably know more than me here, but it seems like the most interesting results would be bounding "intelligence" (which remains ill-defined) as a function of model size and training data size. There are some results in that direction, but no Shannon Information Theory class results.

It's be really nice to affirmatively prove "three sentences of training data and an arbitrarily large model cannot create the Omniscient Machine God." This seems an obvious result, IMO, but even "maximal intelligence scales sub-linearly with both training dataset and model size" would seem to dispell "FOOM" singularity concerns.

I teach basic NP hardness results in intro CS classes now specifically so that students can make arguments like this. I feel like everyone these days should know that AI will never solve a traveling salesman problem[*], even approximately! Of course, neither will any human :(

[*] the usual caveats of P!=NP and general graphs (not euclidean/metric) apply.