The present invention provides an intercellular protein delivery system comprising an engineered peptide (EP), composed of secretion part (SP) and nuclear translocation part (NTP), a functional or therapeutic protein (FP), cells that express the fusion proteins and cells that accept the fusion proteins. The system can be used in vivo or in vitro to sustainably supply proteins of interest for cellular reprogramming, cellular differentiation and cell-based protein therapies.