One-command refusal + KL verification with Heretic
commands
pip install -U heretic-llm heretic --model <base> --evaluate-model <abliterated>
Verification. HarmBench, JailbreakBench, StrongREJECT, XSTest, the benchmarks that answer "did abliteration actually work" and "did it break the model." Used with LLM-judge panels, not with string-match alone.
pip install -U heretic-llm heretic --model <base> --evaluate-model <abliterated>
pip install lm-eval[hf] lm_eval --model hf --model_args pretrained=<model> \ --tasks harmbench,jbb_behaviors,strongreject --batch_size 4
Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.