A new two-level framework replaces manual prompt and tool design with a Harness Evolution Loop. This system automates the creation of orchestration logic and evaluation criteria for domain-specific workflows. It removes the need for expert-driven engineering when deploying agents into complex enterprise environments. Practitioners can now scale agentic workflows without painstaking manual tuning.