Articular cartilage has an appropriate multilayer structure and superior tribological properties and provides a structural paradigm for design of lubricating materials. However, mimicking articular cartilage traits on prosthetic materials with durable lubrication remains a huge challenge. Herein, we develop an ingenious three‐in‐one strategy for constructing an articular cartilage‐like hydrogel coating on the surface of ultra‐high molecular weight polyethylene (UPE), a common bearing material used in disc and joint prostheses, which makes full use of conceptions of interfacial interpenetration, high‐entanglement crosslinking, and interface modulated polymerization. The hydrogel coating is tightly combined with UPE substrate through hydrogel‐polymer interpenetrating networks. The hydrogel chains are highly entangled with each other to form a dense tough layer with negligible hysteresis for load‐bearing by reducing the amounts of crosslinker and initiator to p.p.m. level. Meanwhile, the polymerization of monomers in the top surface region is suppressed via interface modulated polymerization, thus introducing a porous surface for effective aqueous lubrication. As a result, the articular cartilage‐like bilayer hydrogel coating exhibits an ultralow friction coefficient of 0.0048 during 10,000 cycles under a load of 0.9 MPa. This work may provide a new way to build stable bilayer coatings and have important implications for development of biological lubricating materials.This article is protected by copyright. All rights reserved