Imagine an AI assistant that truly understands you, catching subtle cues like voice strain or heart rate changes to proactively offer support. This isn’t science fiction; Personalized AI Assistants (PAIAs) are on the horizon, requiring breakthroughs in multi-modal and longitudinal reasoning.