Where AI Agents Belong in Data Engineering: The Correctness Layer

· Simon Späti · July 7, 2026, 10:15 p.m.
Summary
This article discusses the role of AI agents in data engineering, particularly focusing on the importance of a 'correctness layer' which ensures reliable outputs despite the inherent uncertainties of AI models. It outlines three levels of AI agents (Chat-phase, Autonomous, and Dedicated) and provides insights on structuring projects for optimal performance. The author emphasizes a deterministic approach to data engineering with practical examples, such as the 'blast-radius analysis', to showcase how AI can enhance data pipeline quality and correctness while reducing developer workload.
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