Smart nanodelivery systems can improve the in vivo stability, tumor accumulation, TAM exposure, and spatiotemporal release of immunomodulators, small-molecule inhibitors, nucleic acid therapeutics, cytokines, and macrophage immune-checkpoint modulators, thereby improving efficacy while reducing systemic toxicity.