A two-level framework now automates the creation of prompts and orchestration logic for domain-specific AI agents. This Harness Evolution Loop replaces the manual, expert-driven engineering typically required for complex enterprise workflows. It optimizes worker agent performance through iterative refinement. Practitioners can now deploy specialized agents without designing every tool and evaluation criterion from scratch.