Smartphone specifications are undergoing a fundamental shift as silicon architects dedicate expanding die area to specialized Neural Processing Units (NPUs). The transition enables local execution of large language and generative vision models without cloud latency.
Memory Architecture Bottlenecks
Executing multi-billion parameter models locally requires significant DRAM allocation. Device manufacturers are increasing baseline RAM specifications to 12GB and 16GB while implementing unified memory architectures to prevent bus saturation during inference execution.