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This talk introduces QueryGraph, an open-source AI-native lakehouse platform built through international collaboration. Its multilayer stack combines context graphs, type-level agent protocols, cognitive memory, governance catalogs, verifiable lineage, and type-safe access control to support auditable agentic environments centered on industry ontologies.