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

Year: 2026

Type: report

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.

Source: Zenodo (CERN European Organization for Nuclear Research)

DOI: 10.5281/zenodo.22305389

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

Language: English

Topic: Ethics and Social Impacts of AI

Subfield: Safety Research

Field: Social Sciences

Domain: Social Sciences

Open Access status: green

OpenAlex ID: W7208718062

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