Enterprise AI advantage increasingly comes from governed context, semantic models, and operational data contracts, not only from model choice.
Python-first Iceberg work is useful when it stays honest about what Python should and should not do.
The real-time lakehouse is not one engine. It is a contract between streams, table commits, query paths, and freshness expectations.
REST Catalog V2 LoadTable work matters because clients and catalogs need explicit contracts, not optimistic assumptions.
