2 papers
cs.CR2026
DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection
Mingyang Sun, Guozhu Meng
Large language models (LLMs) are increasingly applied to vulnerability detection due to their strong code comprehension capabilities, but most existing approaches rely on isolated…
cs.SE2026
KAT-Coder-V2.5 Technical Report
Bo Huang, Fengxiang Li, Hao Xu +50
We present KAT-Coder-V2.5, a coding-focused agentic model trained to act autonomously inside real, executable repositories rather than as a single-turn code generator. Its capabili…