giffmana: paper claims zero real savings—no scaling trend or FLOPs-matched results

giffmana · x · 2026-11-08

ML researcher giffmana (Lucas Beyer) pushed back on a recent paper claiming large compute savings: the original paper shows no scaling trend (single model size throughout) and no FLOPs-matched baselines, so the savings are effectively zero. He argues MAI made the right call in rejecting it, and explains he avoided replying directly to the original emotional thread.

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