The Proactive Agent Research Environment (Pare) models applications as finite state machines to simulate realistic user behavior. This replaces flat tool-calling APIs that ignore the sequential nature of digital interactions. Apple researchers built the framework to better evaluate assistants that anticipate user needs. It provides a more rigorous testing ground for autonomous agent state management.