Multi-agent harness beats single LLM for cost and reliability

A well-designed multi-agent harness—with clear role separation, context discipline, and testing—outperforms a single powerful LLM on complex projects. Using a frontier model for planning and cheaper models for execution can match functional outcomes while slashing token costs. The key insight is that architecture matters more than model strength.