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Mon, Nov 2, 202640:41InferenceSecurity

Black October: a security filter switched off by a name

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Colin McNamara

Colin McNamara on bypassing AI policy via headers and the cost of coordinated disclosure.

Watch on YouTubeRecorded at AIMUG, Nov 2, 2026

Takeaways

  • Finding vulnerabilities and fixing them has scaled with compute access to GPUs and Frontier APIs.
  • When an endpoint picker and a filter share a name, a single header can skip policy. The fix is simple: don't give them the same name.
  • GitHub is now rate-limiting the vulnerability reports, creating a platform barrier between consumers and maintainers.
  • Writing the fixes took way less time than the entire process of coordinating a disclosure.

Transcript

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