The mobile handset sector is entering a hardware-driven replacement cycle focused on localized artificial intelligence computation. System-on-Chip vendors are allocating up to 40 percent of die area specifically to dedicated Neural Processing Units.
Thermal and Energy Constraints
Executing multi-billion parameter models locally presents substantial thermal throttling challenges. Device makers are deploying vapor-chamber cooling systems and low-power DRAM architectures to maintain sustained operational performance.