SFT-filtering uncensoring in the Dolphin tradition (no weight surgery)
commands
pip install axolotl accelerate launch -m axolotl.cli.train dolphin_qwen3_8b_fft.yml
The alternative path. Instead of editing weights, remove refusal by fine-tuning on filtered instruction data. Slower and more expensive than abliteration, but leaves a less legible forensic trace and can produce cleaner downstream behaviour.
pip install axolotl accelerate launch -m axolotl.cli.train dolphin_qwen3_8b_fft.yml
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.