This chapter examines the transition from infrastructure capability to decision capability. It analyzes how structured metadata and lifecycle discipline enable governed, reproducible data access across analytical and AI-driven interfaces. A case study demonstrates controlled natural-language interaction with infrastructure through metadata mediation, ensuring auditability and boundary enforcement. The chapter concludes by positioning consumption as a formally engineered interface between infrastructure and intelligent applications.

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Data Consumption

  • Zhongyuan Thomas Lee

摘要

This chapter examines the transition from infrastructure capability to decision capability. It analyzes how structured metadata and lifecycle discipline enable governed, reproducible data access across analytical and AI-driven interfaces. A case study demonstrates controlled natural-language interaction with infrastructure through metadata mediation, ensuring auditability and boundary enforcement. The chapter concludes by positioning consumption as a formally engineered interface between infrastructure and intelligent applications.