AnalysisDevelopersAugust 4, 2026

llama.cpp PR caches hot MoE experts on GPU — 33 to 56 tok/s on 8GB VRAM

llama.cpp PR #26563 adds an expert-use heatmap that caches frequently used MoE experts in VRAM while cold experts stay on CPU; the author reports 33 → 56 tok/s on an 8GB VRAM system.

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