The intelligent HMP1G NPs respond to H+ and glutathione in the tumor microenvironment (TME), They downregulate tumor‐derived IDO1 via the AhR/STAT3/IL axis, improve the KYN/TRP metabolic imbalance, and effectively counter immunosuppression in the TME. Here, AHR is linked to neoplasm.