A multi-agent workflow approach using Claude dynamic workflows to automatically diagnose error logs and generate pull request fixes for backend systems. The system uses specialized agents across exploration, triage, debugging, and replication phases to validate issues before creating fixes, emphasizing high-quality error catalogs and deterministic context for safe debugging.