A new two-level framework automates the creation of prompts, tools, and orchestration logic for domain-specific agents. The Harness Evolution Loop replaces manual, expert-driven engineering with an automated optimization process. This reduces the overhead required to deploy agents in complex enterprise workflows. Practitioners can now scale agentic pipelines without painstaking manual tuning.