Scaling Laws, the Vanishing Sun Wukong, and the Five-Fold Spiral of Cascading Reshaping

Abstract

Current Large Language Models (LLMs) rely on statistical fitting and next-token prediction, lacking an underlying "Self" to hold schemas. This paper introduces a multi-fold spiral cognitive architecture anchored in a constantly subsumed, stateful knowledge set. We define the concepts of Belief Strength Game and Cascading Reshaping as the primary defense mechanisms against noise-induced structural collapse, outlining an evolutionary pathway from a priori mapping to artificial general intelligence (AGI).