Osteoarthritis (OA) is a progressive joint disorder characterized by sustained oxidative stress, chronic inflammation, and the degradation of cartilage. Despite extensive research on nanocarrier treatment strategies, the therapeutic efficacy remains limited due to the lack of satisfactory vehicles that can simultaneously exhibit excellent ROS scavenging capabilities and high drug loading capacity for effective nonsurgical management of OA. In this work, we propose an innovative strategy utilizing hollow mesoporous cerium oxide nanospheres coated with membranes derived from apoptotic chondrocytes as a reactive oxygen species "sweeper" for targeted and anti-inflammatory therapy of OA. The developed DEX@HMCeNs@M demonstrates superior drug loading capacity, notable antioxidant properties, favorable biocompatibility, and controlled drug release. By leveraging the camouflage provided by apoptotic chondrocyte membranes, the engineered DEX@HMCeNs@M, which bear natural "eat me" signals, can effectively mimic chondrocyte apoptotic bodies within the joints, thereby enabling targeted delivery of the anti-inflammatory drug DEX and subsequent controlled release triggered by the acidic environment of OA. Both