Functors, do-calculus, and Phase Transitions: The Unification Layer AI Companies Don't See Coming
Mesut AYDIN [Unofficial]
March 14, 2026
The Three Revolutions Nobody Connected
The AI industry is living through three simultaneous revolutions -- in separate silos, blissfully unaware of each other.
Revolution 1: Causal AI. Judea Pearl gave us do-calculus and structural causal models. Companies like CausaLens raised $45M+ to bring causality to enterprise. Microsoft shipped DoWhy and
Discussion in the ATmosphere