LLMs Exploit FreeBSD Kernel Bugs

Two exploit chains using LLM assistance achieve full escape from FreeBSD jails. The first chain pairs a stack-based buffer overflow (CVE-2026-3038) with a stack-based information leak to defeat stack canaries and KASLR. The second combines a heap-based buffer overflow with an information disclosure primitive. Decomposing exploit development into isolated levels proved more effective than one-shot generation.