llamaperf

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

on NVIDIA T4 16GB · ik_llama.cpp · 262,144 ctx

Tone: positiveNVIDIA hardware
Sep 4, 2026
Throughput
17.6 t/s gen · 159.6 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
UD-Q4_K_XL (GGUF)
KV cache
Q8
System RAM
384 GB
VRAM reported
16 GB

Use cases

coding

Summary

User reports Qwen3.8-Flash-Next, 180B total with 6B active across 512 experts, generating 17.6 t/s on short prompts and 16.1 t/s at 12.5K context. Non-expert weights run on a T4 using 4606 MiB, with the experts held in host RAM. Prompt processing reaches 159.6 t/s on a cold 12.5K prompt. User reports solid refactor and coding performance, and finds it less verbose than Opus.