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Author

R. Chinnam

2 papers indexed here

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Review Sep 2026

An AI-Ready Decision Digital Thread Schema for Digital Engineering

Digital engineering (DE) and model-based systems engineering (MBSE) improve traceability for requirements, architecture, and verification, but concept decisions—the governance events that turn evolving evidence into binding commitments—are poorly captured. Rationale, assumptions, alternatives, model baselines, and appr...

R. Chinnam, A. Murat, Satyendra Rana et al. · 0 citations
Preprint Aug 2026

Multi-Dimensional Assessment for AI Cognition (MAAC): A Theoretical Framework for Process-Oriented Cognitive Evaluation of Text-Based AI Systems

The Multi-Dimensional Assessment for AI Cognition (MAAC) is introduced, a theoretically grounded framework for shifting evaluation from what text-based AI systems produce to how they think, complementing existing outcome-based benchmarks with cognitively grounded, multi-dimensional evaluation.

Abdalla Doleh, R. Chinnam · 0 citations

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