Big Data Technology & Architecture

Aug 20, 2026 · Big Data

How Semantic Assets and Agents Redefine Data Development in the AI Era

The article explains why traditional physical‑table‑plus‑SQL pipelines no longer meet AI‑driven data needs and proposes a semantic‑engineered approach—semantic assets, a governed semantic layer, logical tables, and agents—to make data meaning executable, verifiable, and governable.