This episode examines Mercedes-Benz Korea’s deployment of a unified semantic layer on Databricks Unity Catalog, migrating over five hundred KPI definitions from Power BI DAX using an automated transpiler and validating them through a five-phase process. The briefing details how Agent Bricks implements supervisor-and-persona routing while Unity Catalog enforces row-level and column-level access control, and reviews Red Hat’s advancements in next-generation x86 architecture for CPU-based LLM inference, targeting matrix operation and memory bandwidth bottlenecks that previously limited real-time applications.