Qualcomm product technology expert Zhu Yuankun said personal AI must include three core capabilities—personalization, always-on perception and privacy/security—which will drive a systemic reshaping of traditional computing architecture and become central to future chip HW/SW and operating system design. He identified perception, memory, reasoning and tool execution as the four module types that will underpin agent experiences, and said endpoint–cloud collaboration is necessary to leverage cloud

Qualcomm product technology expert Zhu Yuankun said personal AI must include three core capabilities—personalization, always-on perception and privacy/security—which will drive a systemic reshaping of traditional computing architecture and become central to future chip HW/SW and operating system design. He identified perception, memory, reasoning and tool execution as the four module types that will underpin agent experiences, and said endpoint–cloud collaboration is necessary to leverage cloud and device strengths for truly personalized, efficient agent AI.