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AI Is Disrupting Vulnerability Research and Disclosure Culture

  • Engineer — Learn: Conceptual piece on how AI tooling is shifting both who finds bugs and how disclosure norms evolve; worth reading to anticipate how the vulnerability pipeline feeding your patch queue may change, but no immediate system change required.
  • SOC/IR — Skip
  • Leader — Learn: AI-driven changes to vulnerability discovery rates and disclosure culture have long-horizon implications for risk registers and vendor-attestation expectations; useful background for future board or audit conversations about AI in the security ecosystem.
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