In recent years, AI has evolved from reactive chatbots to proactive experiences for more continuous, companion-like interactions. As people coordinate work, plans, and personal routines across many tools, they need an assistant that can understand intent, reduce decision fatigue, and help move complex tasks forward with clear, reviewable steps.