This prospective, multicenter, single-arm clinical study aims to evaluate the efficacy and safety of AK112 in combination with albumin-bound paclitaxel and carboplatin as neoadjuvant treatment in adult women with early or locally advanced triple-negative breast cancer (TNBC). The study seeks to address the pathological complete response (pCR) rate, objective response rate (ORR), breast conservation rate, and invasive disease-free survival (iDFS) following treatment with AK112 combined with albumin-bound paclitaxel and carboplatin in early or locally advanced TNBC.