BioGPT is a specialist who lives and breathes biomedical literature — it generates and reasons about biological and clinical text with noticeably more fluency than general-purpose models in its class. It was pretrained entirely on PubMed abstracts and articles, so it handles gene names, drug interactions, and disease terminology naturally. Outside biomedical domains, though, it loses its edge quickly.