
The next frontier of personal technology is not a device you hold in your hand but an intelligence that understands your world, anticipating your needs and acting on your behalf before you even formulate a command. The emergence of personalized AI assistants represents a significant advancement in personal computing and human-computer interaction. This review will explore the evolution of this










