Mastermind: Strategy-grounded Learning for Repository-Scale Vulnerability Reproduction

Researchers have introduced Mastermind, an AI agent designed to automate the process of reproducing software vulnerabilities across large codebases. By integrating strategy-grounded learning, the system identifies how to trigger specific security flaws and generates functional proof-of-concept exploits to verify them. This development aims to assist security teams by automating the labor-intensive task of tracing bugs from initial detection to confirmed reproduction.