Safety for Whom? Boundary-Aware Self-Distillation for Controlled LLM Safety Refusal

Alejo López-Ávila, Iker García-Ferrero, Jezabel Garcia +2

Safety alignment is usually posed as a topic-level question: is this subject harmful? Deployments ask a narrower one. A civics tutor and a public-sector assistant may share a base…