The Thermodynamic Pivot: A Comprehensive Analysis of Proof-of-Useful-Work (PoUW) and the Transition to Verifiable Computational Utility

I. The Entropy of Consensus: Reevaluating the Cost of Digital Trust The fundamental innovation of the Nakamoto consensus, introduced with Bitcoin in 2009, was not merely the creation of a Read More …

The Thermodynamic Pivot: A Comprehensive Analysis of Proof-of-Useful-Work (PoUW) and the Transition to Verifiable Computational Utility

I. The Entropy of Consensus: Reevaluating the Cost of Digital Trust The fundamental innovation of the Nakamoto consensus, introduced with Bitcoin in 2009, was not merely the creation of a Read More …

The Thermodynamics of Intelligence: A Comprehensive Analysis of Neural Quantization, Compression Methodologies, and the Fundamental Limits of Generative Models

1. Introduction: The Efficiency Paradox in the Era of Massive Scaling The trajectory of artificial intelligence in the mid-2020s is defined by a distinct and growing tension between capability and Read More …