A new arXiv paper explores how the orchestration frameworks used to guide AI agents, known as agent harnesses, can make simple deterministic tools like grep highly effective for agentic search. By optimizing these harnesses, developers can significantly reduce the need for complex semantic retrieval mechanisms, challenging the assumption that advanced tools are always necessary for AI information-seeking tasks.