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Timothy E. Roxey

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#generative ai Open access Sep 2026

Tiered Assessment Framework for Cognitive Errors in Generative AI Systems: A Quality Assurance Methodology for Industrial Control Systems

A quality assurance methodology for cognitive errors in generative AI systems deployed in industrial control environments. Establishes an error-class model / criticality bands, testing methodology, and statistical acceptance criteria. It is the cognitive-error layer of a two-layer hybrid quality assurance architecture,...

Timothy E. Roxey · 0 citations
#generative ai Open access Sep 2026

Tiered Assessment Framework for Cognitive Errors in Generative AI Systems: A Quality Assurance Methodology for Industrial Control Systems

A quality assurance methodology for cognitive errors in generative AI systems deployed in industrial control environments. Establishes an error-class model / criticality bands, testing methodology, and statistical acceptance criteria. It is the cognitive-error layer of a two-layer hybrid quality assurance architecture,...

Timothy E. Roxey · 0 citations
#generative ai Open access Sep 2026

Tiered Assessment Framework for Cognitive Errors in Generative AI Systems: A Quality Assurance Methodology for Industrial Control Systems

A quality assurance methodology for cognitive errors in generative AI systems deployed in industrial control environments. Establishes an error-class model / criticality bands, testing methodology, and statistical acceptance criteria. It is the cognitive-error layer of a two-layer hybrid quality assurance architecture,...

Timothy E. Roxey · 0 citations

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