Dell expands AI Data Platform: agents have a data-context problem, not a model problem

DavidLinthicum · x · 2026-11-12

David Linthicum argues AI agents fail in production not because of model quality but because enterprise data is scattered across databases, files, clouds and legacy systems with inconsistent definitions and uneven governance. Dell's expanded AI Data Platform targets this with a Unified Semantic Layer for shared meaning, an Enterprise Knowledge Graph connecting structured and unstructured data via metadata, lineage and permissions, and Knowledge Agents operating on top.

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