AI, Compute, and the Scaling Frontier
12 postsAt the heart of geohot's technological worldview lies a deceptively simple thesis: compute is the new oil, and those who control its production control the future. Across posts spanning years, he traces the bitter lesson's implications to their logical extreme—that raw computational power, not clever algorithms or human insight, determines the trajectory of artificial intelligence.
His analysis of AI scaling reveals a mind grappling with exponential curves and their consequences. The question of brain FLOPS—how much compute matches human cognition—becomes a meditation on what it means to be surpassed. Yet geohot resists doomerism even as he acknowledges the stakes. His p(doom) calculations are notably restrained; he sees no hard takeoff, no sudden discontinuity where humanity loses the plot.
The AI control problem, as he frames it, is less about containing superintelligence than about ensuring compute remains distributed rather than captured. When he asks whether he'll ever own a zettaflop, he's asking whether individuals can remain players in a game increasingly dominated by nation-states and trillion-dollar corporations. Intel's tragic decline serves as cautionary tale—technical excellence means nothing if you cede the architectural high ground.
His post on tiny corp's product crystallizes the compute sovereignty thesis: a training box that doesn't just run models but learns from its owner. The distinction between inference and training is the distinction between renting a mind and growing one. "Every minute you aren't running 69 agents" makes the corollary explicit: AI is search and optimization, always has been, with knowable limits for those who paid attention in CS class.
"Polynomial Time Factoring Algorithm" (March 16, 2026) pushes this frontier to its most dramatic conclusion: AI is just a few models away from breaking all asymmetric cryptography. The ethical valence is striking: releasing polynomial-time factoring on GitHub would be "the greatest (legal) freedom fighting act in history." Class power enforced by mathematical asymmetry—dissolved by math.