The consensus narrative around Apple Silicon and local AI inference goes something like this: impressive hardware, hobbyist-grade software, fundamentally memory-bandwidth-bound, ceiling already visible. This narrative is wrong—or at minimum, premature. The architectural headroom in Apple's Unified Memory Architecture (UMA) remains substantially...