Article: AI Changes the Data Interface, Not the Query Engine

AI agents can generate analytical code and interpret data stored in Parquet files, but they still rely on deterministic query engines like DuckDB for precise computation. The article distinguishes between deterministic data processing and probabilistic AI reasoning, explaining when embedded engines suffice versus when managed lakehouses are needed.