Vitalik Buterin has previously discussed the impact of AI on society and cryptocurrency multiple times on his blog and social media. This multi-dimensional capability comparison framework continues his historical path of systematic future thinking as the founder of Ethereum.

On the capital front, Vitalik emphasizes the comprehensive evolution of AI in both physical and psychological capabilities, suggesting that resources will concentrate on blockchain applications that can complement AI (e.g., decentralized verification, privacy computing), motivated by the need to preserve unique human value in the AI era.

Similar to the historical restructuring of human and machine capabilities during the Industrial Revolution, or the impact of cognitive frameworks on technology adoption in the Internet era, the current development of AI is in the early stage of transitioning from single-task breakthroughs to multi-dimensional capability expansion.

Structural Judgment Essentially belongs to technological substitution and industrial chain reconstruction: the multi-dimensional enhancement of AI capabilities replaces some human labor while simultaneously creating new complementary demands. Mechanically, this stems from the uneven distribution of capability spectra, driving capital reallocation from purely labor-intensive fields to human-machine collaboration and decentralized trust infrastructure.

ABAB News · Law of Cognition

AI excels in narrow domains, while humans excel across the full spectrum.
Capability comparison is multi-dimensional, rather than a single intelligence competition.
The more localized machines surpass, the larger the adaptation window for humans.