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    Calif Blog

    blog.calif.io · Company blog · on HN since 2023

    Calif, a security firm, publishes vulnerability research, exploit write-ups, and reverse engineering, including AI-assisted bug finding.

    Visit blogHN submissions
    SecurityAI & Machine Learning
    What HN says

    HN commenters link it for the write-up of Claude writing a FreeBSD kernel exploit, including prompts, and for its macOS kernel exploit work.

    Stats for nerds
    28HN people shared it
    28linked in comments
    120story points
    May 2026last shared

    Top posts on HN

    1. 1
      Dissecting LockBit v3 Ransomware
      1 person · 36 points · first shared 2024 · 5 comments on HN
    2. 2
      Mad Bugs: Vim vs. Emacs vs. Claude
      4 people · 30 points · first shared 2026 · 16 comments on HN
    3. 3
      (Reverse Engineering) Apple Internals: Swift in the Kernel
      4 people · 10 points · first shared 2026 · Discussion on HN
    4. 4
      First public macOS kernel memory corruption exploit on Apple M5
      3 people · 10 points · first shared 2026 · 2 comments on HN
    5. 5
      Squidbleed (CVE-2026-47729)
      3 people · 7 points · first shared 2026 · Discussion on HN
    6. 6
      Mad Bugs: Claude Wrote a Full FreeBSD Remote Kernel RCE with Root Shell
      5 people · 5 points · first shared 2026 · 1 comments on HN
    7. 7
      Even "cat readme.txt" is not safe
      1 person · 4 points · first shared 2026 · Discussion on HN
    8. 8
      How to format a ciphertext
      1 person · 3 points · first shared 2026 · Discussion on HN
    9. 9
      A Race Within a Race: Exploiting CVE-2025-38617 in Linux Packet Sockets
      1 person · 3 points · first shared 2026 · Discussion on HN
    10. 10
      Codex Hacked a Samsung TV
      1 person · 3 points · first shared 2026 · Discussion on HN

    What HN people wrote when they linked it

    • mtlynchMay 2026

      Worth noting that at this point, it's still somewhat trivial to find exploitable remote code execution bugs in Ladybird using AI tools.[0]

      The userbase of Ladybug users is so small that it's probably not worth the attackers' time, but keep in mind that it's an enormous step down in security from the mainstream browsers who are actively searching for bugs using the latest tools and paying bug bounties on external reports.

      [0] https://blog.calif.io/p/mad-bugs-rce-in-ladybird

    • adamckayMay 2026

      Calif.io have access to Mythos Preview which they've used to find a macOS kernel memory corruption exploit on Apple M5: https://blog.calif.io/p/first-public-kernel-memory-corruption

      It's probably the right approach to onboard a few independent security companies and task them with reviewing multiple OSS projects than it is to onboard each project individually.

    • cryptbeMay 2026

      Oh hey, this is our work! We helped Anthropic analyze and report this bug.

      For the record, this bug has nothing to do with our recent MIE attack [1] [2], which exploited two different kernel bugs. Our bugs are not fixed yet.

      [1] https://blog.calif.io/p/first-public-kernel-memory-corruption

      [2] https://news.ycombinator.com/item?id=48139219

    • tptacekApr 2026

      Calif (Thai Duong's firm) did a writeup on this, which should probably be the link here; it includes the prompts they used:

      https://blog.calif.io/p/mad-bugs-claude-wrote-a-full-freebsd

      A reminder: this bug was also found by Claude (specifically, by Nicholas Carlini at Anthropic).

    • tlnApr 2026

      Or even better, the blog post.

      https://blog.calif.io/p/mad-bugs-claude-wrote-a-full-freebsd

      But I found the exploit writeup pretty interesting

    • kurtoidMar 2026

      Claimed to have been discovered with/by Claude: https://blog.calif.io/p/mad-bugs-vim-vs-emacs-vs-claude

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