CD274 and neoplasm: pH‐ and GSH‐sensitive NPs US contrast agent (UCA) targeting PD‐L1 (DPPA‐1) and release payload at the tumor site. CQ inhibits the protective autophagy of Pt(IV). NPs boost mDC and M1 macrophage ratios in the TME. PFH enables US monitoring.