I am a chemist with training in Medicinal, Organic, Computational, and Peptide chemistry. In my 25+ years in the field, I carried out drug discovery projects involving small molecules and peptides. I worked in environments of startup and global large pharma companies where I led teams and departments in all aspects of early drug discovery. I currently focus on merging experience-based knowledge of molecular optimization with ML/AI systems.