Online now: Jia et al. delineate the most comprehensive plasma proteomic landscape of frailty to date and develop proteomic frailty scores that predict multiple diseases and respond to modifiable risk factors. They identify a biphasic pattern of frailty-related proteomic alterations across the lifespan, revealing critical windows that may inform targeted intervention programs.