sam4k

Ai

2026
Discovery & Validation in the Linux Kernel (Part 3): Local vs Frontier Models
on Bynar.io · A comparative case study of how local, open-weight models stack up against frontier models at discovering and validating Linux kernel vulnerabilities, using two real CVEs as test cases.
Discovery & Validation in the Linux Kernel (Part 2): FUSE Page Cache Overflow
on Bynar.io · A look at CVE-2026-31694, a page cache overflow in the Linux kernel's FUSE subsystem that lets an unprivileged attacker escalate privileges by corrupting cached SUID binaries via oversized directory entries.
Discovery & Validation in the Linux Kernel (Part 1): CAN Use-After-Free Race
on Bynar.io · An LLM-driven pipeline autonomously discovered and validated a use-after-free in Linux kernel CAN raw sockets — a non-trivial race involving RCU synchronisation and per-CPU memory management.