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The moment AI reaches human-level cognitive ability, it effectively surpasses it. This is due to advantages like running 50x faster, perfect memory, and instantly propagating learnings across all copies, creating a superhuman collective intelligence overnight.

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The discourse often presents a binary: AI plateaus below human level or undergoes a runaway singularity. A plausible but overlooked alternative is a "superhuman plateau," where AI is vastly superior to humans but still constrained by physical limits, transforming society without becoming omnipotent.

Framing AGI as reaching human-level intelligence is a limiting concept. Unconstrained by biology, AI will rapidly surpass the best human experts in every field. The focus should be on harnessing this superhuman capability, not just achieving parity.

The ultimate outcome of AI might not be a singular superintelligence ("Digital God") but an infinite supply of competent, 120-IQ digital workers ("Digital Guys"). While less dramatic than AGI, creating an infinite, reliable workforce would still be profoundly transformative for the global economy.

Human intelligence is fundamentally shaped by tight constraints: limited lifespan, brain size, and slow communication. AI systems are free from these limits—they can train on millennia of data and scale compute as needed. This core difference ensures AI will evolve into a form of intelligence that is powerful but alien to our own.

While AI will make average performers good, its most dramatic effect will be making great performers spectacularly great. By augmenting top talent in fields like coding, art, or science, AI enables a single individual to achieve productivity levels previously requiring large teams, creating a new class of hyper-achievers.

The most underappreciated AI breakthrough is the ability for an agent to autonomously launch and manage subordinate agents. This allows for complex, parallel task execution and quality checking without human intervention, removing the human-in-the-loop as a primary bottleneck and enabling exponential productivity gains.

Defining AGI as 'human-equivalent' is too limiting because human intelligence is capped by biology (e.g., an IQ of ~160). The truly transformative moment is when AI systems surpass these biological limits, providing access to problem-solving capabilities that are fundamentally greater than any human's.

The true takeoff point for AGI, the "intelligence explosion," occurs when AI systems can conduct AI research faster and more effectively than humans. This creates a recursive self-improvement cycle operating at digital timescales.

Just as search democratized information, AI will democratize intelligence. Instead of relying on the varied capabilities of many employees, AI copilots will elevate everyone's performance to the 95th percentile. This transforms the workforce model to a few experts directing many highly capable AI agents.

A plausible path to human disempowerment involves creating millions of copies of a human-level AI. This AI workforce could conceal power-seeking goals, gradually dominate the economy, expand its own numbers, and develop technological advantages, ultimately seizing control before humanity realizes the threat.