2026/04/10 by oleg bitsoev · 1 voice
paper · doi:10.5281/zenodo.19491548
openalex publication_date 2026/04/10 · openalex created_date 2026/04/11 · openalex updated_date 2026/07/01
Multilevel GRA Meta‑Nulling in the Multiverse: From Continuum Entropy to the Negentropy of Language and Consciousness We present a rigorous mathematical framework that extends the Generalised Reduction Architecture (GRA) Meta‑Nulling to a multiverse of hierarchically organised meta‑systems. The core principle---minimisation of foam (off‑diagonal coherences) with respect to target projectors---is shown to drive a fundamental transition from uncountable entropy to countable negentropic structure. We prove that the multiverse foam functional possesses a unique global minimum (the cognitive vacuum) under mild commutativity conditions, and that gradient descent on this functional monotonically decreases von Neumann entropy. This formalism provides a natural model for the emergence of discrete linguistic symbols and conscious abstraction from the continuum of raw experience. We apply the theory to Large Language Models (LLMs), demonstrating how GRA‑regularisation improves semantic coherence, reduces hallucinations, and enhances representational compression. Practical algorithms and complexity bounds are provided, establishing the multilevel GRA meta‑nulling as both a fundamental principle of cognitive dynamics and a concrete tool for constructing next‑generation AI architectures.