Recent innovations include defect-engineered BiFe1−xInxO3 nanoparticles enhancing supercapacitor electrodes and MOF-enhanced Sn-doped V2O5 cathodes improving lithium-ion storage. Separately, biphasic cerium oxide nanoparticles demonstrate dual functionality in dielectric and supercapacitor uses, collectively advancing energy storage technologies.