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