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Other literature type . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Other literature type . 2025
License: CC BY
Data sources: Datacite
ZENODO
Other literature type . 2025
License: CC BY
Data sources: Datacite
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Six Systemic Laws for Safe Contradiction-Aware Reasoning

Authors: Michele Joseph;

Six Systemic Laws for Safe Contradiction-Aware Reasoning

Abstract

Compression-Aware Intelligence (CAI) links hallucination to representational conflict under semantic-equivalence rephrasing and defines compression strain as the measurable signal of that conflict. These six engineering laws define the minimum viable scaffolding for safe, contradiction-aware reasoning in AGI systems. They formalize key mechanisms behind hallucination, identity fracture, arbitration, and abstention, building directly on the foundation of Compression-Aware Intelligence (CAI). This doc is a companion to the original Compression Laws and introduces a structural approach to contradiction detection, epistemic tension, and safe reasoning. More info at: www.compressionawareintelligence.com www.contradictionengineering.com

Keywords

embeddings divergence, paraphrase robustness, llm contradiction, semantic equivalency test, internal contradiction hallucination, llm evaluation, semantic equivalence, hallucination, semantic drift, internal contradiction

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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