Ainnocence

VHH nanobody expression predictor needing only an amino-acid sequence, no structure. Leave-program-out ROC-AUC 0.81 on unseen antibody programs.

Compact 167M-parameter protein language model built on a multiplicative LSTM, giving zero-shot variant effect and fitness prediction from sequence.