Descriptive Metadata as AI Agent Context
Stale or missing metadata makes AI agents generate confident wrong answers with no warning signal.
Yuki Novak
Section
AI-Ready Data Layer
7 stories in AI-Ready Data Layer.
Data Discovery Tools for AI Data Pipelines
Owen Whitlock
OLTP vs OLAP for AI Agent Data Sources
Yuki Novak
AI Data Preparation Without Migration
Organizations can govern AI data without migrating it to a central warehouse.
Farah Serrano
Open Source Data Catalog Options for AI Infrastructure
Agents need catalogs that enforce semantics and permissions at query time, not just document data.
Farah Serrano
Data Discovery and Classification for Sensitive AI Workloads
Static field labels miss sensitivity that emerges when AI agents combine data across queries.
Farah Serrano
AI Readiness Assessment for Enterprise Data
AI systems need data structured for agents, not analysts—and they're fundamentally different.
Farah Serrano