Capability-Gated Language Models: Security Composes, Utility Does Not

Patrikas Vanagas, Augustas Mačijauskas, Laurynas Lopata

Deployed language model safeguards (safety fine-tuning, filtering, unlearning) vary by principal only outside the model weights: filters are reconfigured, tiers are multiplied, and…