Qwen3.6 35B MoE hits 19.5 tok/s on a 16GB 4060 Ti, 10x faster than dense models

dreamyrhodes · reddit · 2026-10-17

A Reddit user ran Qwen3.6 35B A3B (Q5KXL, 26GB, 132k context, q80 KV cache) via llama-server on a 4060 Ti 16GB with an old i7 and 48GB DDR4, reaching 19.5 tok/s generation and 132 tok/s prompt eval — about 10x the 2 tok/s of similarly sized dense models, with only 4.5GB VRAM used via --cpu-moe. The thread explores why streaming expert layers over PCIe from DDR4 isn't the bottleneck: MoE activates few experts per token, so little data moves.

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