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Huihui Adds Ternary Qwen Abliteration Variant

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Huihui Adds Ternary Qwen Abliteration Variant
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// 1h agoMODEL RELEASE

Huihui Adds Ternary Qwen Abliteration Variant

Huihui-AI added an experimental ternary series derived from PrismML’s Ternary Bonsai 2 27B, applying ablation to layers 22–52. The model offers compact 6.6–7.7 GB variants, but remains a test release requiring PrismML’s llama.cpp fork.

// ANALYSIS

This is more valuable as a local-model experiment than as a polished drop-in checkpoint.

  • –Combines refusal ablation with ternary quantization, making quality and safety tradeoffs difficult to predict.
  • –PTQ1_0 and PQ2_0 files make a 27B model unusually accessible on consumer hardware.
  • –Stock llama.cpp cannot run the ternary files; developers need PrismML’s custom runtime.
  • –The untouched layers, modified ablation range, and quantization changes create a useful benchmark target against both parent models.
  • –Huihui-AI explicitly frames the series as testing and validation, so production use deserves caution.
// TAGS
huihui-qwen3.8-27b-abliterated-ternaryllmopen-weightsquantizationlocal-firstinferencesafety

DISCOVERED

1h ago

2026-10-06

PUBLISHED

2h ago

2026-10-06

RELEVANCE

8/ 10

AUTHOR

Oluwaphilemon1