Savlar4 sources healthy · latest episode 15 Oct 2026
opinion claim

Energy-based models can be much cheaper for tasks requiring only ratios because they do not require generating the entire trajectory.

Alexander Mattick · Why Scaling Prediction Cannot Create Intelligence - Alexander Mattick · 21 Sept 2026

In their words

The transcript segments this claim was taken from

“Again I think the big one is if you just need ratios, because then it can be a lot cheaper because you don't end up generating, let's say, the entire trajectory. Uh it can also be helpful if you have something energy like already. Like le uh again something like physics, where effectively you based on data you try to learn the energy function, something like this. Other than that”
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