Researcher Argues AI Scaling's Thinning Interconnect Needs Undermine Natural Monopoly

Researcher jdpressman argues that each new scaling path beyond dense parameter scaling requires progressively sparser interconnect, eroding the natural monopoly theory of AI training and the winner-take-all investment logic of the GPT-4 era.

2026-10-26 ~ 2026-10-26 · 2 related posts

• Scaling is getting sparser: pretraining no longer implies an AI natural monopoly — jd_pressman · 2026-10-26
• Researcher Challenges GPT-4-Era 'Winner-Takes-All' Scaling Thesis as Pretraining Shrinks to Minority Compute Share — jd_pressman · 2026-10-26