Inclusion Criteria:
* Male/female subjects who are at least 18 years of age on the day of signing informed consent with histologically confirmed diagnosis of invasive breast cancer
* Have histologically confirmed TNBC, as defined by the most recent ASCO/CAP guidelines.
* Confirmed germline BRCA 1/2 mutated.
* Have previously untreated locally advanced non-metastatic (M0) TNBC defined as the following combined primary tumor (T) and regional lymph node (N) staging per AJCC for breast cancer staging criteria version 7 as assessed by the investigator based on radiological and/or clinical assessment:
1. T1c, N1-N2
2. T2, N0-N2
3. T3, N0-N2
4. T4a-d, N0-N2
* It has been confirmed that there is no distant metastasis to each organ by the following tests. Chest: Contrast CT or FDG-PET/CT Abdominal: Contract CT\* or FDG-PET/CT Bone: Bone scintigraphy or FDG-PET/CT Brain: In the case of no central nervous system symptoms, examination for brain metastasis is not required.
* The subject (or legally acceptable representative if applicable) provides written informed consent for the trial.
* Have an Eastern Cooperative Oncology Group (ECOG) performance status of 0 to 1.
* Have adequate organ function as defined in the protocol. Specimens must be collected within 10 days prior to the start of study treatment.
Exclusion Criteria:
* Subjects who has a positive urine pregnancy test within 72 hours prior to registration
* Has diagnosed as inflammatory breast cancer.
* Has received prior therapy with an anti-PD-1, anti-PD-L1, or anti-PD-L2 agent or with an agent directed to another stimulatory or co-inhibitory T-cell receptor .
* Has received a live vaccine or live-attenuated vaccine within 30 days prior to the first dose of study drug.
* Is currently participating in or has participated in a study of an investigational agent or has used an investigational device within 4 weeks prior to the first dose of study intervention.
* Has a diagnosis of immunodeficiency or is receiving chronic systemic steroid therapy or any other form of immunosuppressive therapy within 7 days prior to the first dose of study drug.
* Has a history of a second malignancy, unless potentially curative treatment has been completed with no evidence of malignancy for 2 years.
* Has severe hypersensitivity (≥Grade 3) to pembrolizumab and investigational drugs used in this study and/or any of their excipients.
* Has active autoimmune disease that has required systemic treatment in the past 2 years
* Has a history of (non-infectious) pneumonitis/interstitial lung disease .
* Has an active infection requiring systemic therapy.
* Has a known history of Human Immunodeficiency Virus (HIV) infection.
* Has a known history of Hepatitis B (defined as Hepatitis B surface antigen \[HbsAg\] reactive) or known active Hepatitis C virus (defined as HCV RNA \[qualitative\] is detected) infection.
* Has a known history of active TB (Bacillus Tuberculosis).
* Has a history or current evidence of any condition, therapy, or laboratory abnormality.
* Has known psychiatric or substance abuse disorders that would interfere with cooperation with the requirements of the trial.
* Is pregnant or breastfeeding, or expecting to conceive or father children.
* Has had an allogenic tissue/solid organ transplant.
* Has received pre-treatment with Olaparib or other PARP inhibitors.
* Has significant cardiovascular disease
* Has a resting electrocardiogram (ECG) indicating uncontrolled, potentially reversible cardiac conditions.
* Subject has myelodysplastic syndrome (MDS)/acute myeloid leukemia (AML) or with features suggestive of MDS/AML.
* Subject received colony-stimulating factors within 28 days prior to the first dose of study intervention.
* Subject is considered a poor medical risk due to a serious, uncontrolled medical disorder, non-malignant systemic disease or active, uncontrolled infection.
* Is either unable to swallow orally administered medication or has a gastrointestinal disorder affecting absorption.
* Is, in the judgement of the investigator, unlikely to comply with the study procedures, restrictions, and requirements of the study.
* Is currently receiving either strong or moderate inhibitors of cytochrome P450 (CYP)3A4 that cannot be discontinued for the duration of the study.
* Is currently receiving either strong or moderate inducers of CYP3A4 that cannot be discontinued for the duration of the study.