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Jun 12, 2026 · Y kkm · Tutorials & How-To · 1 min read The guide demonstrates that a fully local, offline-capable coding agent running on consumer Apple Silicon hardware can reach usable generation speeds through llama.cpp MTP speculative decoding, outperforming the Mac-native MLX runtime for this workload.