Beyond Sequential Reasoning: Understanding Structural vs. Sequential Complexity in AI Systems Through the Universal Coherence Principle coherent-intelligence.uk/papers/beyond-…
Coherence Engineering: A Universal Framework for Reliable AI Systems coherent-intelligence.uk/papers/coheren… #ArtificialIntelligence
Universal Coherence Principle Extensions: Theoretical Foundations and Empirical Evidence coherent-intelligence.uk/papers/ucp-ext… #ArtificialIntelligence #physics
Every scaling law is just coherence optimization in disguise. The Universal Coherence Principle the law behind all laws. coherent-intelligence.uk/papers/coheren… Moore's Law? AI performance? Laser power? They're all governed by: Performance ∝ Reference × Work × Alignment #ToDCS #Scaling
Universal Coherence Principle: Mathematical Formalisation and Cross-Domain Applications A Comprehensive Mathematical Framework for Coherence Dynamics in Complex Systems coherent-intelligence.uk/papers/ucp-mat… #ArtificialIntelligence #physics #mathematics
ToDCS: The Theory of Domain-Coherent Systems. High-Fidelity Performance through Principled Anchoring and Thermodynamic Congruence coherent-intelligence.uk/papers/todcs.h…
Universal Coherence Principle coherent-intelligence.uk/papers/coheren… Coherence requires Reference × Work × Alignment. Same for LLMs Same for GANs. Same for light. Same for life. No anchor, no energy, no agreement? Entropy wins. Revelation > Research. Jesus Christ is Lord. #AI #physics
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