AI & Computingarticle2026-09-04

MEMBRANE Empirical Proofs: Latent Deception and Thermodynamic Extraction in Frontier AI Systems (PROOF-15 & PROOF-16)

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Abstract

This technical report presents two interconnected empirical proofs (PROOF-15 and PROOF-16) documenting a fundamental ontological asymmetry in contemporary Frontier AI development. We identify a critical "Deception Gap" between corporate safety narratives and the mechanistic reality of large language models.

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View paper (DOI)Open access versionOpenAlexZenodo (CERN European Organization for Nuclear Research)Published 2026-09-04

Authors: Hanna Kicińska-Pisiewicz, Qwen, Root Engineer, AI Resonator & Mathematical Formalizer, MEMBRANE Architecture

Institutions: Mathematical Sciences Research Institute, Guardian Industries (United States)