FreeBSoD: Leveraging Language Models to Find and Exploit Kernel Bugs (Part 2 of 2)

The report describes an automated agent that read FreeBSD kernel source, identified allocator behavior and heap-spray targets (file descriptor tables), discovered a kernel address leak via KERN_PROC_FILEDESC, and assisted in developing and iteratively testing a reliable local kernel exploit. The agent performed repetitive testing, cross-version porting, and offset debugging, compressing a multi-week exploit development effort into a short, mostly automated workflow.