Self-assembly of amphiphilic molecules in water is a cornerstone to build compartmentalized materials toward unique functions, whereas it is yet challenging to create uniform, discrete, and size-controlled nanocompartments. This paper is to report that precision random copolymers, amphiphilic with hydrophilic poly(ethylene glycol) (PEG) and hydrophobic dodecyl pendants, induce precision self assembly and self-recognition in water to form uniform, tunable, and self-sorting nanoparticles with inner-core hydro-phobic compartments covered by PEG chains; the copolymers have been obtained via living or free radical copolymerization. The nanoparticles allow the on-target and predictable control of size, molecular weight, and aggregation number by tuning the primary structure of the copolymers; even mixtures of the copolymers with different composition underwent self-sorting to provide size-controlled discrete compartments.