#llama.cpp

Apple M6·M5 Ultra Ushers in the Era of Local AI Coding: The Reality and Challenges of On-Device LLMs

Apple's M6 and M5 Ultra are bringing tens-of-billions-parameter LLMs to the desktop, accelerating the shift of cloud-dependent AI coding tools to local-first. We examine hardware conditions, open-source stacks, cost and privacy, and remaining challenges.