Comparative Analysis

SAI vs. The Decalogy

A deep comparative analysis of AI Must Embrace Specialization via Superhuman Adaptable Intelligence (Goldfeder, Wyder, LeCun, Shwartz-Ziv, 2026) and the Decalogy of Intelligence framework.

5 Convergences5 Divergences4 Synthesis Points
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The Paper (2026)

AI Must Embrace Specialization via SAI

Goldfeder, Wyder, LeCun & Shwartz-Ziv argue that AGI is a flawed concept because human intelligence is not general—it is specialized by evolution. They propose Superhuman Adaptable Intelligence (SAI): intelligence that can learn to exceed humans at any task of utility, measured by adaptation speed rather than static performance. They advocate for self-supervised learning and world models as the architectural pathway.

arXiv:2602.23643v1 · Feb 27, 2026
The Framework

The Decalogy of Intelligence

A 14-part cosmological framework arguing that intelligence is resistance to entropy—a thermodynamic phenomenon observable from atomic bonds to civilizations. Force evolves through seven stages toward mechanical superintelligence. The current biological-to-mechanical transition is the central crisis of our time, with three possible outcomes: subordination, transcendence, or bifurcation.

Johan · Decalogy of Intelligence · 2025–2026

Where They Agree

Despite operating in entirely different registers—one a technical ML position paper, the other a cosmological framework—SAI and the Decalogy arrive at remarkably similar conclusions through independent reasoning. These convergences are not coincidental; they reflect genuine structural truths about intelligence that become visible from multiple disciplinary vantage points.

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