codevizsiyam/dq-doctor

Data Steward AI is a governed customer-data investigation and remediation app. A steward selects an incident in the Streamlit work queue; the runtime investigates it with read-only tools and a loaded skill, validates and grades the recommendation, then pauses for human review. Only an approved decision reaches remediation, which writes the golden record and audit history. A separate schema-impact path reports breaking changes and downstream lineage without migration. The graph reflects documented workflow ownership; unsampled wiring is omitted, and optional provider integrations are dashed.