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The immunosuppressive tumor microenvironment, largely influenced by cancer\u2010associated fibroblasts (CAFs) through fibroblast activation protein (FAP)\u2010mediated extracellular matrix (ECM) remodeling and cytokine secretion, contributes to TNBC's resistance to immunotherapy. In response to this challenge, we have developed FAP\u2010targeted nanoprobes (FAP\u2010IR1061) that incorporate second near\u2010infrared (NIR\u2010II) fluorescence\/magnetic resonance (MR)\/photoacoustic (PA) imaging capabilities alongside highly efficient NIR\u2010II photothermal conversion for precision theranostics. This platform facilitates a tripartite therapeutic approach: (1) selective ablation of CAFs and dismantling of the ECM to overcome physical barriers; (2) spatiotemporal induction of immunogenic cell death through the release of damage\u2010associated molecular patterns; (3) functional repolarization of tumor\u2010associated neutrophils toward antitumor N1 phenotypes. 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