Generated Query Repair — Human Role

Analytics Engineer Validate Query Structure & Schema — checks query structure against current schema context. Analytics Engineer Interpret Query Execution Feedback — interprets the structured execution error. Analytics Engineer Revise Formulated Query — revises the query while preserving analytical intent. Data Analyst Validate Query Against Grounded Intent — confirms that the repaired query still answers the original request.