Artificial General Intelligence (AGI) represents a fundamental shift in social organization by enabling the direct conversion of capital into compute and compute into labor. Unlike human firms bottlenecked by hiring and training, digital corporations can replicate skilled "employees" millions of times with perfect fidelity. A central "Mega Steve" AI CEO could absorb the collective context of an entire global empire, bypassing the information filters and incomplete mental models that limit human leaders. This transition mirrors the biological leap from simple prokaryotes to complex eukaryotes, as AI firms overcome the "scleroticism" of human organizations through perfect replication and instant knowledge propagation. The scarcity of talent is replaced by the availability of compute, allowing companies to scale world-class engineering or research capabilities for the marginal cost of electricity. Ultimately, these hyper-evolvable entities will utilize massive inference compute to simulate thousands of strategic trajectories, fundamentally altering the nature of market competition.
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