All You Need Is Symmetry: Continuous Geometric Intelligence to Break the Attention Dead End

Proof of Concept:The modern artificial intelligence industry is caught in a brute-forcedead end. Many AI experts insist that intelligence is an emergentbyproduct of autoregression and advanced statistics, requiring tens ofthousands of networked accelerators, dedicated multi-megawatt datacenters, and trillions of scraped web tokens just to synthesize the ap-pearance of human intellect. We are building digital steam engines:massive, thermodynamically inefficient, and forced into compliance byraw scale.