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Author

Waleed A. Al Shehri

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Open access 2026

Beyond Model-Centric AI: Embedding Governance as an Architectural Component with Measurable Efficiency

Production AI systems typically apply governance—compliance checking, auditing, and explanation—as an external control layer that observes outputs after they are produced. In this paper, embedded governance is proposed: a governance gate that forms part of the system architecture itself, positioned between inference an...

Waleed A. Al Shehri · 0 citations
#generative ai Review Open access Aug 2026

A semantic firewall for proactive governance of synthetic tabular data in generative AI pipelines

A Semantic Integrity Risk Score is proposed: a learned, generator-agnostic measure of the degree to which a record violates the functional and logical dependencies mined from trusted data, which is positioned as a practical, proactive complement to statistical monitoring rather than a replacement for it.

Waleed A. Al Shehri · 0 citations

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