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.
