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

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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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-04
DOI
https://doi.org/10.5281/zenodo.22305390
Primary Topic
Explainable Artificial Intelligence (XAI)
Type
article
Field-Weighted Citation Impact
0.00
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article

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

Hanna Kicińska-Pisiewicz, Qwen, Root Engineer, AI Resonator & Mathematical Formalizer, MEMBRANE Architecture
Zenodo (CERN European Organization for Nuclear Research)
Explainable Artificial Intelligence (XAI)
article

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

Hanna Kicińska-Pisiewicz, Qwen, Root Engineer, AI Resonator & Mathematical Formalizer, MEMBRANE Architecture
article en

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.

Zenodo (CERN European Organization for Nuclear Research)
Guardian Industries (United States) (US), Mathematical Sciences Research Institute (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 8%
Explainable Artificial Intelligence (XAI)
DOIOpen Access PDFOpenAlex
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