Predicting AI right-to-left: lab sociology and compute distribution beat tech reasoning

akbirthko · x · 2026-11-09

akbirthko argues that as intelligence commoditizes, reasoning about AI systems' shape must go right-to-left — from frontier lab sociology, compute distribution and physical constraints, not forward from technical roadmaps.

The quoted thread from teortaxesTex makes a historical case for skepticism about remaining hard barriers: Rosenblatt, Hinton, Sutskever, Kingma, Vaswani, DeepDream's Mordvintsev — none of it was a paradigmatic leap. The king's road was just ironing out connectionism's logistics: continuous relaxation, iterative problem-solving, applied-math tool combinations, and pruning of too-clever branches. (XKCD 'Fields Arranged by Purity' comic attached.)

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