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Author

Denis Ovseyenko

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#protein folding Open access Sep 2026

Quantum Cybernesis: Seed IQ-Enabled Higher-Order Intelligence - An Intelligence That Recognizes the Limits of Its Own Representation, Reforms It, Computes Beyond Classical Reach with Quantum, and Continues Discovering From the Result Recursively - Surpassing AlphaFold, AlphaEvolve, and Dream-RSI Across Molecular Biology and Mathematics

Abstract: Classical AI answers from inside a representation fixed before the question arrives. What that representation can express, the system can answer; what lies outside it, no amount of parameters, data, search, or compute reaches. AlphaFold predicts through a learned representation; AlphaEvolve searches a space o...

Denise Holt, Denis Ovseyenko · 0 citations
#protein folding Open access Sep 2026

Quantum Cybernesis: Seed IQ-Enabled Higher-Order Intelligence - An Intelligence That Recognizes the Limits of Its Own Representation, Reforms It, Computes Beyond Classical Reach with Quantum, and Continues Discovering From the Result Recursively - Surpassing AlphaFold, AlphaEvolve, and Dream-RSI Across Molecular Biology and Mathematics

Abstract: Classical AI answers from inside a representation fixed before the question arrives. What that representation can express, the system can answer; what lies outside it, no amount of parameters, data, search, or compute reaches. AlphaFold predicts through a learned representation; AlphaEvolve searches a space o...

Denise Holt, Denis Ovseyenko · 0 citations

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