Intelligence may be less about bigger models and more about better knowledge structures.
Rohan Paul Twitter · Rohan Paul (@rohanpaul_ai) · 2026-06-24
A research paper argues that artificial intelligence is being built on network mathematics rather than a formal theory of knowledge, and that human-like intelligence efficiency requires better knowledge structures rather than larger models.
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Extraction
Topics: ai-theoryknowledge-representationcognitive-sciencemodel-efficiency
Claims
- Current AI systems are built primarily on network mathematics, not on any formal theory of knowledge.
- A human brain achieves fast, adaptive decision-making on roughly the power of a dim light bulb, suggesting extreme efficiency is possible.
- Scaling model size may be the wrong axis; better knowledge structures could be a more promising path to intelligence.
Key quotes
Intelligence may be less about bigger models and more about better knowledge structures.
This paper argues that current AI is being built mostly on network mathematics, not on a theory of knowledge.
A human brain makes fast, adaptive decisions on roughly the power of a dim...