The grand parsimonious theory of intelligence is that all intelligence is search over Turing machines of various lengths, and learning and scaling involve searching over more and longer Turing machines and applying them to specific cases.

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Unidentified Speaker — The Grand Theory of Intelligence – Gwern [IMkqAUsVAfc]

Evidence Quote

the 10,000 foot view of intelligence that I think the successive scaling points to is that all intelligence is is search over Turing machines

Source

The Grand Theory of Intelligence – GwernDwarkesh Patel
Created: 8/11/2026, 6:23:04 AM

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