Exosomes have huge potential for drug delivery, but drug loading can be difficult. Here, the authors report on fusogenic lipid nanoparticles which, when mixed with exosomes rapidly fuse, non-destructively loading large drugs without compromising exosome biological functions, and demonstrate neurological application.