Compression Diagnostics: Measuring What the AI Burns, Invents, and Distorts

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Authors: Rex Fraction, Lee Sharks
Cited by: 16
References: 12

Abstract

EA-CD-01 — Measurement science definition for Compression Diagnostics: the quantitative measurement of what survives AI compression. Defines five metrics: β (Beige Threshold), Δ_G⁺ (Content Gain/Hallucination), Δ_G⁻ (Content Loss/Erasure), S_c (Semantic Coherence/Fragmentation), R (Compression Regime). Calibration data from Basecamp audit. Instrument: The Encyclotron. Related disciplines: Retrieval Architecture, Retrieval Forensics, Entity Integrity, Metadata Packet for AI Indexing. Published in Transactions of the Semantic Economy Institute, Vol. 2, No. 4.

Fields of Study & Subjects

Benford’s Law and Fraud Detection Authorship Attribution and Profiling Computability Logic AI Algorithms

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
14 April 2026
Language
EN