Proliferation of Intelligence: Business and Hyper Learning Machines
Krishnakumar Gurumurthy argues that AI's frontier capabilities are outpacing business models built on human labor, creating a socio-economic gap disguised as a technical one. He proposes discretizing business processes into indivisible functional units, mapping them to appropriate AI techniques (neural operators, transformers, RL, etc.), and building a new enterprise stack with guardrails and trust architecture—drawing an extended analogy to how electricity safety standards (insulation, circuit breakers, licensed electricians) evolved to argue for similar AI containment, validation, and certification regimes.
Krishnakumar Gurumurthy
