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Functors, do-calculus, and Phase Transitions: The Unification Layer AI Companies Don't See Coming

Mesut AYDIN [Unofficial] March 14, 2026
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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

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