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This talk presents a three-layer architecture for trustworthy, AI-ready data. CDIF provides cross-domain interoperability, Semantic Croissant with ODRL adds machine-actionable semantics, provenance, and usage policies, and QueryGraph extends the foundation with agent identity, access control, governance, and lineage so trust and authorization are enforced by design.