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Nace's KQuant and weight-space programming push Qwen quantization closer to full precision

Nace engineer Alish reports KQuant, a data-aware MLX quantization method, cuts KL-divergence 1.5-3.7x on Qwen Flash Next 180B and 9B-35B models, with GGUF quants later showing up to 2x better KL divergence.

Read the full story at r/LocalLLaMA ↗

Timeline · 8 reports

  1. 2026-11-14 09:55 · r/LocalLLaMA
    Qwen 3.8 Flash Next for gamedev - it's very capable!
  2. 2026-11-14 06:46 · DEV Community — Machine Learning
    Weight-space programming at 50 forward passes: Qwen hit 48.1%, Gemma 7.0%
  3. 2026-11-13 19:23 · r/LocalLLaMA
    Weight Space Programming for Quantization: Nace quants achieve up to 2x better KL divergence for Qwen 9B, 27B, 35B & Flash Next [GGUF]
  4. 2026-11-13 19:00 · DEV Community — Machine Learning
    Weight-space programming is not autonomous self-improvement
  5. 2026-11-13 04:06 · r/LocalLLaMA
    Artificial Analysis updated Qwen 3.8 Flash Next score as 29
  6. 2026-11-12 19:50 · r/LocalLLM
    How many tokens/s do I get with rtx 5090 32gb and 64 gb ram for qwen 3.8 flash next?
  7. 2026-11-12 11:17 · r/LocalLLM
    KQuant - data-aware quantization, 3.7× closer to full precision on Qwen Flash-Next 180B, 1.5–2.6× on 27B / 35B / 9B (KL-divergence) (MLX)
  8. 2026-11-12 10:47 · r/LocalLLaMA
    KQuant - new quantization technique, 3.7× better quants for Qwen Flash Next 180B, Qwen 27B, 35B, 9B (measured in KL-divergence reduction) (MLX)

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