Developer Uses Claude To Tutor dbt Migration

A developer this week used Claude as an agentic tutor to migrate a DuckDB-based UK Environment Agency flood-monitoring pipeline into dbt while learning dbt practices. Claude read and updated a CLAUDE.md brief, provided scaffolding and progressive feedback instead of full automation, and helped provision a working learning environment. The approach emphasized tutoring, incremental instruction, and practitioner-driven decisions.