The Singularity of Causal Consistency Formal Boundaries and Higher-Order Guardianship in Feedback-Coupled Networks
Discuss this preprint
Start a discussion What are Sciety discussions?Listed in
This article is not in any list yet, why not save it to one of your lists.Abstract
This paper establishes a formal boundary for logical consistency in AI by identifying the "Logical Singularity" in high-coupling feedback environments. I provide a mathematical proof (Theorem 1) demonstrating that satisfiable models for single-layer logic do not exist when coupling K>1. My findings reveal a "Scale Paradox," where increasing model parameters fails to resolve these structural deadlocks. To overcome this, I introduce the LCCI framework, which employs higher-order logical guardianship to restore causal coherence in complex systems.
