LLMs must move beyond conversation to execute complex tasks to realize promised gains in drug discovery and labor productivity. MIT Technology Review argues that agent orchestration is the critical bridge between passive chat and active utility. This transition requires models to plan, use tools, and self-correct without constant human prompting.