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Waleed A. Al Shehri

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#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 Al Shehri · 0 citations