Kimi-Dev: Agentless Training as Skill Prior for SWE-Agents
Yang, Zonghan, Wang, Shengjie, Fu, Kelin, He, Wenyang, Xiong, Weimin, Liu, Yibo, Miao, Yibo, Gao, Bofei, Wang, Yejie, Ma, Yingwei, Li, Yanhao, Liu, Yue, Hu, Zhenxing, Zhang, Kaitai, Wang, Shuyi, Chen, Huarong, Sung, Flood, Liu, Yang, Gao, Yang, Yang, Zhilin, Liu, Tianyu
–arXiv.org Artificial Intelligence
A contiguous chunk of lines to search for in the existing sourcecode 4. The dividing line: =======5. The lines to replace into the source code6. The end of the replace block: >>>>>>> REPLACEHere is an example: '''python ### mathweb/flask/app.py<<<<<<< SEARCH from flask import Flask ======= import math from flask import Flask >>>>>>> REPLACE ''' Please note that the * SEARCH/REPLACE * edit REQUIRES PROPER INDENTATION.If you would like to add the line ' print(x)', you mustfully write that out, with all those spaces before the code!Wrap the * SEARCH/REPLACE * edit in blocks '''python...'''.The summary of the key differences between the trajectories should bein the thinking part.
arXiv.org Artificial Intelligence
Dec-9-2025