SOSecure is a novel system that improves the security of code generated by Large Language Models by incorporating real-time knowledge from Stack Overflow discussions.

• Addresses a critical gap in LLMs: their reliance on outdated pretraining data makes them unaware of newly discovered vulnerabilities
• Implements a Retrieval-Augmented Generation (RAG) approach that fetches relevant security discussions from Stack Overflow
• Demonstrates how community-driven insights can significantly reduce security vulnerabilities in AI-generated code
• Provides a practical solution for organizations seeking to safely implement AI coding assistants

This research is vital for security teams as it offers a pathway to mitigate risks associated with automated code generation while leveraging the collective expertise of developer communities.

SOSecure: Safer Code Generation with RAG and StackOverflow Discussions