Immune checkpoint blockade (ICB) has shown significant progress in treating triple negative breast cancer (TNBC). However, the standalone effectiveness of ICB is modest, offering patients only slight benefits. In this report, we utilize a hypoxia-responsive duplex genome editing strategy to target tumor cell programmed cell death ligand 1 (PD-L1) and protein tyrosine phosphatase non-receptor type 2 (PTPN2), which is synergized with photothermal therapy (PTT) to amplify the therapeutic effect of TNBC. In our approach, the melanin nanoparticles (MNP) serve as the delivery platform for transporting the CRISPR-CasPTPN2/PD-L1 (Cas-TD) system, which is cross-linked by a hypoxic-sensitive Azo linker and then further modified with tumor homing phenylboronic acid (PBA), resulting in a stimuli-responsive multifunctionality nanotheranostic platform (MPA@Cas-TD@PP). Aided by the guidance of PBA, nanoparticles selectively accumulate at tumor and then disintegrate with enhanced intracellular penetration. Importantly, PTT initiates the immunogenic cell death (ICD), turning the “cold” tumor into a “hot” one, laying the foundation for subsequent ICB. Inhibiting PTPN2 and PD-L1 can synergistically sensitize tumors to immunotherapy, which exhibit magnified immunotherapy effects by increasing activated cytotoxic CD8+ T cells and enhancing interferon-γ (IFN-γ)-mediated effects. In summary, this multifunctional nanotherapeutic platform provides a promising treatment approach for synergistic phototherapy and immunotherapy in TNBC.