A new two-level framework automates the creation of prompts, tools, and orchestration logic for domain-specific agents. This Harness Evolution Loop removes the need for expert-driven manual engineering when deploying agents into complex enterprise workflows. It streamlines the transition from foundation models to specialized tools. Practitioners can now deploy agents without painstaking manual tuning.