Apple researchers introduced Dynamically Scaled Activation Steering (DSAS), a method-agnostic framework that adaptively modulates the strength of steering interventions across layers and inputs to guide generative model behavior.

The approach decouples when to steer from how to steer, intervening strongly only when undesired behavior is detected, and demonstrates improved trade-offs between toxicity mitigation and utility preservation compared to existing steering methods alone.