This paper proposes foundations for designing and evaluating proactive Large Language Model (LLM) agents, focusing on three principles: Task Capability, Temporal Allocation, and Trust. It introduces a design space with five dimensions and a simulation-based evaluation testbed called PROACTIVITY-GYM.