The efficiency and performance of BO in the context of peptide optimization are heavily influenced by the method used for representing and encoding peptide sequence information. Here we assessed various molecular representations, including amino acid descriptors, molecular fingerprints set to the optimal parameters (Fig. ), as well as pLMs, to gauge their impact on the optimization outcomes. This analysis is crucial for identifying the best representations capturing the most important sequence features.