Extracción Dinámica de Coherencia y Regulación del Operador G en la Teoría General de la Existencia Operativa (Anexo Técnico II)

This technical annex develops a core operational advance within the General Theory of Operative Existence (T.G.E.O.). It formalizes an endogenous method for extracting the structural Coherence \(C\) of a computational system by computing Shannon Entropy over its latent probability distribution. This replaces earlier static or manually defined parameters with a mathematically grounded, real‑time measure of internal order. Building on this metric, the annex introduces an advanced formulation of the G‑Operator, a dissipative regulatory mechanism that detects stochastic drift (hallucination) and applies adaptive attenuation to logits that degrade the system’s structural integrity. The document includes an executable Python implementation and shows how this framework generalizes to large‑scale transformer architectures and logits‑warping procedures. The result is a coherent, operational model of internal regulation applicable to contemporary generative systems.