Publicly available PDB structures of the Nipah virus G protein were analyzed to identify interface hotspots critical for viral-cell entry. These residues were fixed as design anchors during RFdiffusion-based CDR loop remodeling. Antibody CDR loops were then diffused to generate structurally compatible backbones, which were subsequently sequence-optimized using ProteinMPNN.