Radioprotective agents hold clinical promises to counteract off‐target adverse effects of radiation and benefit radiotherapeutic outcomes, yet the inability to control drug transport in human organs poses a leading limitation. Based upon a validated rank‐based multigene signature model, we evaluate radiosensitivity indices of diverse normal organs as a genomic predictor of radiation susceptibility. We rationally design Selective ORgan‐Targeting (SORT) hafnium oxide nanoparticles (HfO2 NPs) via modulated synthesis by α‐lactalbumin, homing to top vulnerable organs. HfO2 NPs like Hensify are commonly radioenhancers, but SORT HfO2 NPs exhibit surprising radioprotective effects dictated by unfolded ligands and Hf(0)/Hf(IV) redox couples. Still, the X‐ray attenuation patterns allow radiological confirmation in target organs by dual‐beam spectral computed tomography. SORT HfO2 NPs present potent antioxidant activities, catalytically scavenge reactive oxygen species, and mimic multienzyme catalytic activities. Consequently, SORT NPs rescue radiation‐induced DNA damage in mouse and rabbit models and provide survival benefits upon lethal exposures. In addition to inhibiting radiation‐induced mitochondrial apoptosis, SORT NPs impede DNA damage and inflammation by attenuating activated FoxO, Hippo, TNF, and MAPK interactive cascades. We propose a universal methodology to reverse radioenhancers into radioprotectors. SORT radioprotective agents with image guidance are envisioned as compelling in personalized shielding from radiation deposition.This article is protected by copyright. All rights reserved