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ZON RZVN
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Valyrx
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ZON RZVN
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Valyrx
Contextual hallucination detection process

Foundations: CXC-7 & CXOD-7

Two context models that support user-side safety analysis. Built to understand how conversational systems shape human experience.

Paper

CXC-7: Contextual complexity dimensions

Seven dimensions mapping how conversational context shapes user experience and system behavior.

AI safety research paper concept
Framework

CXOD-7: Operational dimensions for system design

Seven dimensions defining how conversational systems organize and deliver contextual information. The operational layer beneath user experience.

CXOD-7 framework methodology illustration
Integration

How foundations converge into USCH

CXC-7 maps the user-side field. CXOD-7 structures the system layer. Together they form the basis for understanding user-side contextual hallucination.

CXOD-7

System operations and design parameters

Coh(G)

Contextual coherence metric for stability

USCH

Integrated framework for user-side safety

Synthesis

Foundations enable detection and mitigation

Defense

Practical application of theoretical models

Evidence

Validation across conversational contexts