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US AI firm Nooks secures $500m commitment from General Catalyst

Nooks also formally launched its Revenue Agent Platform on November 4 to handle tasks from first customer contact through renewal.

US AI firm Nooks secures $500m commitment from General Catalyst

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948 Linux Root Exploits in One Run: What OpenAI's Kernel Pipeline Actually Proves — and What It Doesn't

OpenAI's November 4 research post, "A thousand fewer paths to root," reports a striking result: a prototype pipeline powered by an upcoming cyber model scanned the Linux kernel in mid-October 2026 and…

  • OpenAI published research on 948 Linux kernel LPE exploits with patches.
  • Pipeline involved five stages with human review at each step.
  • 948 unique LPEs were verified as local privilege escalations requiring low-privileged access.

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