This session explores the strategy of leveraging AI to move beyond manual implementation and into the next level of data engineering. We dive into a process that positions the AI not as a syntax generator, but as a **cognitive partner in the engineering lifecycle**. We will examine the architectural shift required to transform raw data lake assets into high-performance, orchestrated systems, focusing on the strategic collaboration between human intent and agentic design.