LLM Security Guard for Code

arXiv:2405.01103v1 Announce Type: cross
Abstract: Many developers rely on Large Language Models (LLMs) to facilitate software development. Nevertheless, these models have exhibited limited capabilities in the security domain. We introduce LLMSecGuard, an open-source framework that offers enhanced code security through the synergy between static code analyzers and LLMs. LLMSecGuard aims to equip practitioners with code solutions that are more secure than the code initially generated by LLMs. It also benchmarks LLMs, providing valuable insights into the evolving security properties of …

arxiv capabilities code code security cs.cr cs.se developers development domain framework guard language language models large llm llms llm security security software software development