- My team is hiring! 🙌 Check out the link below for more details, feel free to ping me if you have any Qs :)We're hiring a vulnerability researcher! If you're interested in working at the intersection of security research & AI, check out the role below or reach out to @sam4k1 if you have any questions. wellfound.com/jobs/4424689-v…
- in this post i explore how small local models handle discovery and validation of a couple of kernel vulns 🤓To wrap-up the series, @sam4k1 puts local models running on a Mac Studio head-to-head with Opus 4.6 on the kernel bugs, CVE-2026-31532 & CVE-2026-31694, from parts 1 & 2. bynar.io/blog/discovery…
- that's right, part 2 is already out (my personal blog could never), this one focuses more on what an LLM written kernel LPE looks like 🤖🐧Continuing the series: @sam4k1 digs into CVE-2026-31694, a page cache overflow in the kernel's FUSE subsystem that our pipeline surfaced and validated with an LPE on Ubuntu 26.04 using Opus 4.6. bynar.io/blog/discovery…
- In the first of a three-part series, @sam4k1 does a technical deep dive on CVE-2026-31532: a race condition in the Linux kernel's SocketCAN subsystem discovered, validated, and patched by our pipeline. bynar.io/blog/discovery…


