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The antioxidant quercetin (QC) is promising for the effective treatment of eye fundus diseases; however, its poor solubility and low retention rate often limit its clinical application. Herein, an in\u2009situ ophthalmic tethered gold yarnball (GY) that doubles as an ocular retention agent and QC reservoir to overcome low fundus drug retention is developed. After intravitreal injection, QC@GYs enhance retinal cell leakage and internal limiting membrane permeability, facilitating the partial penetration of QC@GYs into the intraretinal tissue. The combination of retina\u2010tethered QC@GY and first\u2010level sustained release reduces macular degeneration in vivo by effectively regulating oxidative stress. Furthermore, the sustained release of QC preserves the viability of retinal pigment epithelium cells, reduces apoptosis, and suppresses drusen formation. This preservation of retinal morphology and function maximizes the therapeutic impact while minimizing the need for frequent intraocular administration. 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