abliteration

A technique for stripping refusal behavior out of open-weight language models by identifying the activation direction tied to safety guardrails and ablating it, without full retraining. Content here covers the mechanics of finding and neutralizing refusal vectors, the trade-offs in capability and safety, and why uncensored or always-available models matter to organizations that cannot afford gated or revocable access. Expect practical notes on when this approach helps and where it breaks.