HR-positive and HER2-negative (HR+/HER2-) breast cancer is the most common subtype of breast cancer. Although it is the subtype with the best treatment outcomes, HR+/HER2- breast cancer carries a higher risk of long-term recurrence and metastasis compared to the other subtypes. Additionally, patients with T3 or lager tumor or axillary lymph node metastasis have a significantly increased risk of local recurrence and distant metastasis compared to early-stage patients. In recent years, the role of neoadjuvant therapy in the comprehensive treatment of breast cancer has gained increasing attention. The pathological complete response (pCR) rate following neoadjuvant therapy is closely associated with long-term survival. However, compared to HER2+ or triple-negative breast cancer, HR+/HER2- breast cancer patients exhibit a significantly lower pCR rate with neoadjuvant chemotherapy alone. Neoadjuvant chemotherapy combined with immunotherapy has become a key treatment strategy for TNBC, this combination also improves pCR rates in HR+/HER2- breast cancer, though the benefit is less pronounced than in TNBC. Radiotherapy not only releases a large number of tumor antigens and inflammatory signals to enhance systemic anti-tumor immune responses, but also promotes the exposure of tumor cell surface antigens, thereby increasing the immunogenicity of the tumor microenvironment. The synergistic effect of radiotherapy and immunotherapy, when combined with chemotherapy, may further improve treatment efficacy. Based on these, we designed this clinical trial evaluating the effectof neoadjuvant radiotherapy combined with de-escalated chemotherapy and immunotherapy, aiming to explore its potential to improve pCR rates and long-term outcomes in HR+/HER2- breast cancer patients. Enrolled patients will receive four cycles of single-agent Nab-Paclitaxel plus Toripalimab within one week after stereotactic radiotherapy, followed by surgery and subsequent adjuvant therapy. Postoperative pCR rate and prognosis of participants will be analyzed in our clinical study.