llamaperf

Qwen3.8 125B (6B active) Flash-Next

on Unknown GPU · llama.cpp

Tone: positive
Sep 18, 2026
Throughput
7.8 t/s gen · 43.9 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
UD-Q3_K_XL (GGUF)
MTP (Multi-Token Prediction)
on
System RAM
64 GB

Use cases

agentic

Summary

User reports Qwen3.8-Flash-Next UD-Q3_K_XL at 43.89 t/s prefill and 7.78 t/s generation on a CPU-only Intel Core Ultra 225 with 64 GB DDR5-6200. Setup is llama.cpp with N-GRAM SSD offload, RAM pinning, IQ4 expert kernel, AVX2 hyperconnection fusion, and MTP with draft length 3. Generation reached 11.30 t/s on Pi-Agent workloads; prefill improved from 23.61 to 43.89 t/s and generation from 5.42 to 7.78 t/s through the optimizations.