Local AI is shifting from cloud servers to personal devices like laptops and smartphones, driven by NPUs and unified memory for enhanced privacy, reduced latency, and offline capabilities. Innovations in chips and tools like Ollama enable efficient model running, though security and performance challenges persist. This trend promises greater user autonomy in computing.