Building an Incident Debugging Agent: What We've Learned So Far
Data Workers has developed an Incident Debugging Agent designed to significantly reduce the time it takes to diagnose data pipeline failures. The agent automates the process of ingesting alert context, running diagnostic queries, tracing data lineage, and correlating issues with recent system changes. Early results show a reduction in mean time to diagnosis from hours to minutes, though the agent still struggles with novel failure modes and cross-system correlations, and engineers require verifiable evidence to trust its diagnoses. AI
IMPACT Automates data pipeline diagnostics, potentially saving enterprises significant costs and engineering time.