The PDPA core blocks autophagy and increases MHC‐I expression, making cancer cells vulnerable to TNF‐α and CTLs. P‐PD‐L1‐CP enhances tumor accumulation, promotes immune cell maturation, and inhibits tumor growth. Here, TNF is linked to cancer.