
The landscape of virtual assistants is rapidly evolving, with a growing emphasis on proactive AI in personal technology marking a significant shift from reactive to anticipatory modes of interaction. Virtual assistants like Siri, Alexa, and the now-defunct Google Now have incorporated some proactive features over the years, but these have often been limited to basic, mundane tasks. While predictions of