AnalysisOpinion / analysisEvaluation & Benchmarks · Efficiency & Inference · MLOps, Tooling & Infrastructure1 source · Oct 20, 2026

Qwen3.8-Flash-Next vs Opus 5.5: Six-way benchmark on a real Rust feature with Claude Code and Pi

A few of you pointed out in my last post that comparing Flash-Next and Opus with different harnesses and effort levels wasn't fair.

Proof1 community thread

Key points

  • Same task for every run: a real feature from the LlamaStash roadmap (save llama-server's KV cache before an unload and restore it when the model comes back).
  • Flash-Next ran locally on my Strix Halo laptop (Flow Z13) via Halogen (~Q4 quant).
  • Claude Code + Flash-Next, xhigh 5.38 (67%) 49.5 min $0.39 269k / 18.9M / 99k
  • Flash-Next cost is at the QwenCloud price for Qwen3.8-Flash; I ran it locally, so it cost me only electricity.

Sources (1)

Extractive summary: sentences quoted from the sources.

Before this

  1. Oct 20, 2026Voxtral 3
  2. Oct 20, 2026[AINews] DeepSeek DeepInfer: Open Source SOTA Inference running 155T toks/day/cluster making $22m/day at ~80% margin for a 81 day payback
  3. Oct 19, 2026MiniMax M3.1 Flash shows China's AI price race has no floor in sight
  4. Oct 19, 2026Kapitsa: open-source Apple Silicon optimized Metal engine built for Qwen and Nemotron. See benchmarks of Qwen 27B, Nemotron + 8 other models on an M1 Pro (16GB), M4 Pro (48GB) and M5 Max (128GB)
  5. Oct 19, 2026sgl-project/sglang v0.5.22
  6. Oct 18, 2026Little Sweet Room Challenge | Strata Fork | Qwen 3.8 FN NVFP4 | DeepSeek Harness

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