Debug systematically across software, data pipelines, infrastructure, and analytics. Find root cause and produce verified evidence - for bugs, test failures, CI/CD breakage, K8s/Cloud incidents, dbt/Airflow pipeline failures, schema drift, freshness violations, dashboard wrong-numbers, and performance issues. Diagnoses and hands the fix to vd:fix; validates at every layer and verifies with fresh evidence before claiming a cause.
