Inclusion Criteria:
1. Women aged 18-70 years old;
2. Eastern Cooperative Oncology Group (ECOG) Performance Status Scale score 0 or 1;
3. Expected lifetime of not less than three months;
4. Disease-free interval \>6 months；
5. Adequate tumor tissue samples collected within a time frame of less than 3 months;
6. Histological results recorded as TNBC \[negative HER2, ER, and progesterone receptor (PgR) status\] and LAR subtype according to the classification of Fudan University Shanghai Cancer Center (FUSCC);
7. Measurable disease according to Response Evaluation Criteria in Solid Tumors v1.1 (RECIST v1.1);
8. Cancer stage: recurrent or metastatic breast cancer; Local recurrence be confirmed by the researchers could not be radical resected;
9. Adequate hematologic and end-organ function, laboratory test results;
10. Within the 3 weeks prior to study initiation, patients have not received radiotherapy, endocrine therapy, targeted therapy, or surgery, and have recovered from acute toxicities associated with previous treatments (if surgery was performed, wound healing is complete); no peripheral neuropathy or grade I peripheral neurotoxicity.
11. Female subjects with fertility are required to use a medically approved contraceptive method during the study treatment；
12. Participants voluntarily joined the study, has signed informed consent before any trial related activities are conducted, has good compliance and has agreed to follow-up.
Exclusion Criteria:
1. Use of radiotherapy (except for palliative reasons), chemotherapy, and immunotherapy in the 3 weeks prior to treatment, excluding bisphosphonates (which can be used for bone metastasis)；
2. History of clinically uncontrolled heart disease, including congestive heart failure, angina, myocardial infarction within the past 6 months, or ventricular arrhythmias；
3. Common Terminology Criteria for Adverse Events (CTCAE) grade ≥1 adverse reactions attributed to previous treatments；
4. Underwent major surgery (excluding outpatient minor procedures, such as placement of vascular access) within the first 3 weeks of the investigational treatment；
5. Pregnant or lactating patients；
6. History of malignancy within the past five years (excluding cured basal cell carcinoma and cervical carcinoma in situ)；
7. Presence of third-space fluid accumulation (such as significant pleural effusion and ascites) that cannot be controlled by drainage or other methods；
8. Non-infectious interstitial lung disease (ILD) or non-infectious pneumonia requiring steroid hormone therapy, current ILD/non-infectious pneumonia, or suspected ILD/non-infectious pneumonia that cannot be ruled out by imaging examinations during screening (Note: Subjects found to have ILD/non-infectious pneumonia during baseline screening chest CT are ineligible)；
9. Known active Hepatitis B virus (HBV) or Hepatitis C virus (HCV) infection or HBV DNA ≥500, or patients with chronic phase accompanied by abnormal liver function；
10. Individuals with allergies or a history of known allergy to components of the study drugs or other monoclonal antibodies；
11. History of immunodeficiency, including HIV-positive test results, acquired or congenital immunodeficiency diseases, or history of organ transplantation. Positive syphilis antibody test；
12. According to the investigator's judgment, any evidence of diseases that the investigator considers unfavorable for the subject's participation in the study or that may affect their adherence to the protocol.
