ProtGPT2 is a specialist that lives entirely in the world of protein sequences — it generates novel amino acid sequences that occupy natural protein space, trained on millions of sequences from UniRef50. It doesn't chat or answer questions; it produces sequence outputs that fold into stable, realistic protein-like structures. Think of it as a generative tool for protein design rather than a conversational assistant.