SWE-Adept: An LLM-Based Agentic Framework for Deep Codebase Analysis and Structured Issue Resolution

By Kang He, Kaushik Roy. 2026

Subfields: LLM Agents & Tool Use, Software Engineering

Citations in the corpus

• Agentic Software Issue Resolution with Large Language Models: A Survey (2025, unknown): “…✗ CodeGraph[146] Embedding ✗ ✗ ✗ GraphRAG GUIRepair[66] 2025-06 ✗ Tree-based[164] Navigation/Embedding ✓ ✗ ✓ RenderCheck SemAgent[123] 2025-06 [139] 2025-06 ✗ Tree-based[164] Navigation/Embedding ✓ ✗ ✓ CodeEmbeddingModel SynFix[143] 2025-07 ✗ CodeGraph[143] Graph/Embedding ✓ ✓ ✗ CodeRelationGraph”