A specialized inference system built entirely in C/Metal executes the Qwen3.5-397B-A17B architecture—a massive 397-billion parameter expert-blend network—on standard MacBook Pro hardware with 48GB memory, achieving processing speeds exceeding 4.4 tokens per second while maintaining professional-grade performance including functional tool execution.
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