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Oracle AI and Analytics

Pawan Gupta Deloitte · 2026-10-25T21:24:42+00:00

* Problem: PII, financial-restricted, and export-controlled data gets copied, joined, and summarized, and the classification is lost along the way, which is especially risky when an agent produces a summary. * Concept: Classification tags defined in the ontology propagate automatically through lineage, so derived tables,…

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Sensitivity-Aware Policy Propagation

Pawan Gupta Deloitte

Problem: PII, financial-restricted, and export-controlled data gets copied, joined, and summarized, and the classification is lost along the way, which is especially risky when an agent produces a summary.
Concept: Classification tags defined in the ontology propagate automatically through lineage, so derived tables, features, and agent outputs inherit restrictions. Agents run with the caller’s entitlements, and masking or refusal is applied at query time.
Why urgent: Regulatory pressure (EU AI Act, privacy laws, SOX-adjacent controls) is rising faster than manual tagging can keep up.

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