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Apple M4 Pro · 48GB7B–32B Chinese models benchmarked
Comparing time-to-first-token, generation speed, memory and long-context behavior.
LOCAL AICLUBOpen models, quantizations, engines, devices, parameters, scripts and raw data. Every conclusion states its limits.
Comparing time-to-first-token, generation speed, memory and long-context behavior.
From code completion to tool calling, multi-file edits and task recovery.
Covering 8 common desktop CPUs with model limits and acceptable experience ranges.
Comparing on-device engines and quantization schemes under unified tasks and conditions.