@article{sweadeptanllmbasedagenticframeworkfordee, title = {SWE-Adept: An LLM-Based Agentic Framework for Deep Codebase Analysis and Structured Issue Resolution}, author = {Kang He and Kaushik Roy}, year = {2026}, eprint = {2603.01327}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.01327}, }