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newsInfoQ·22 Oct 2026·Peihao Yuan

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

Disaster-recovery analytics where an AI agent generates constrained SQL while the query engine stays the same.

Depth 3/5Score 3.38

Extract

This article presents a disaster-recovery analytics workflow in which an AI agent generates constrained SQL or Python, DuckDB computes reproducible facts from Parquet, and the agent interprets the results. It explains the determinism split, replayable analysis, and four signals for deciding when an embedded engine is sufficient or a managed lakehouse is justified.

By Peihao Yuan