The Mozilla AI benchmark landed a result worth sitting with: across llama.cpp, llamafile, LM Studio, and Ollama on identical weights, the biggest spread came from build flags and draft length, not which wrapper you picked. Vulkan shader toolchain alone moved prompt processing over 60% on Steam Deck.