We find that rerouting spurious shortcuts in adapter training enables robust disentanglement for text-to-image generation with adapters.

We propose EnzyControl, a method that integrates a lightweight, modular component into a pretrained motif-scaffolding model to enable functional and substrate-specific control over enzyme backbone generation.