AnalysisOpinion / analysisEfficiency & Inference1 source · Oct 21, 2026

Inference time abliteration

AbliteratedOutTheBox is a llama.cpp fork that abliterates any model you load, live at inference, with no fine-tuning and no extra files.

Proof1 community thread

Key points

  • This eliminates any hassle of abliteration without requiring any more vram.

Sources (1)

  • [1]Inference time abliteration
    r/LocalLLaMA (top, daily) · Oct 21, 10:24 PM
    AbliteratedOutTheBox is a llama.cpp fork that abliterates any model you load, live at inference, with no fine-tuning and no extra files.
    This eliminates any hassle of abliteration without requiring any more vram.

Extractive summary: sentences quoted from the sources.

Before this

  1. Oct 21, 2026llama: create new fused op for QSA mask by am17an · Pull Request #30640 · ggml-org/llama.cpp
  2. Oct 21, 2026Mica v0.5: The smartest 4B decision model is also the fastest one. 20 ms per answer, 25x faster than Jev
  3. Oct 21, 2026LoRA Training for Fibo 2.0 Added
  4. Oct 20, 2026Qwen3.8-Flash-Next vs Opus 5.5: Six-way benchmark on a real Rust feature with Claude Code and Pi
  5. Oct 20, 2026Voxtral 3
  6. 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

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