A two-level framework introduced in arXiv:2604.21003v1 automates the creation of prompts, tools, and orchestration logic for domain-specific agents. This replaces the manual, expert-driven process of harness engineering. The Harness Evolution Loop optimizes worker agent performance through iterative refinement. Practitioners can now deploy agents in complex enterprise workflows without painstaking manual configuration.