LirEvolve is a viral foundation model which is already state-of-the-art in predicting the viability of novel viral vector designs. It is currently being improved further with our own in-house data, with the continued goal of a broadly applicable toolkit for viral vector evolution. This model is allowing Lir to accelerate the work in our lab already. It enables us to run more efficient experiments and focus on generating high quality datasets in every experimental run.