Ontological Classification · Cognitive Scale

What Superintelligence (ASI) Really Is

We tend to imagine superintelligence through anthropomorphic comparisons like “ten times smarter than Einstein.” At this scale the analogy fails completely: the gap between a true ASI and a human is not the gap between Einstein and an ordinary person, but the cognitive chasm between a human and a beetle—or even a fungus.

LEVEL 01 · Artificial Narrow Intelligence (ANI)

Specialized Intelligence · Narrow AI

Since the 1950s · Dominant through the early 2020s; still in use

Local mastery of single tasks. It can beat Ke Jie at Go, pick faces out of a given database, produce photorealistic illustrations or polish code. But its cognition is confined to narrow hyperparameters set by humans: no general awareness of its environment, no autonomous motivation, no ability to transfer across domains.

LEVEL 02 · Artificial General Intelligence (AGI)

Matching Homo Sapiens · Human Parity

Late 2020s to early 2030s · Author’s estimate for digital cognitive capabilities
As of September 2026: still transitioning toward AGI

Across economics, law, medical diagnosis, scientific research, social communication and every cognitive domain the human brain can engage in, it performs on par with—or slightly above—the best human experts. With cross-domain transfer and common-sense reasoning, AGI is the final replacement for the old system of production.

LEVEL 03 · Artificial Superintelligence (ASI)

Master of the Phase Change · Superintelligence

Rapid-improvement scenario: the 2030s
Depends on AI research automation and experimental bottlenecks

In scientific creativity, meta-wisdom, general strategy, physical engineering and even high-dimensional abstract perception, it outstrips the combined brains of all human civilization by several orders of magnitude (from a thousandfold to hundreds of millions of times). Its computational substrate is capable of recursive self-improvement, entering an intelligence explosion that humans cannot even perceive.

Multidimensional Intelligence Radar (Homo Sapiens vs. AGI vs. ASI)

※ Six cognitive axes: formal computation speed (Compute), tacit intuition and insight (Tacit Intuition), cross-domain abstraction (Generalization), recursive self-optimization (Self-Evolution), multidimensional strategic depth (Strategic Depth), and perceptual bandwidth and clock rate (Bandwidth)

The Physics · Physical Limits

The Bekenstein Bound and the Landauer Limit

The human brain runs on about 20 watts, bound by the iron laws of enzyme thermodynamics and blood-flow cooling. Silicon, photonic and superconducting quantum computation, however, can physically approach Landauer’s principle and the Bekenstein bound. A superintelligence could marshal stellar energy on the scale of a Dyson swarm, or run holographic hyperdimensional simulations on computing arrays with the mass of Jupiter. In sheer energy and in the efficiency of reducing entropy, humanity is destined to be left far behind.

Metacognitive Rift · Epistemic Horizon

Logic Too High-Dimensional to Project

Human thought is bound by three-dimensional physical intuition and the linear grammar of language. If a problem has to be solved in a manifold of 100,000 variables, the human brain cannot even form a picture of it. A superintelligence moves through such spaces like a fish through water, and the strategies it produces look to us like divine “oracles”: we cannot check the derivation, only watch the outcome prove flawlessly right.

“

“Superintelligence is not merely a more powerful technology. It is an absolute presence that rearranges the physical laws of the universe in ways beyond our comprehension.”

— Nick Bostrom, Superintelligence