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Cited in hebel. today

  1. Patching as a failing strategy against exploit densityPatching is insufficient. Tal Be’ery argues that modern vulnerability discovery has shifted from sparse to dense, with Chrome’s recent milestones fixing over 1,000 bugs and AI-driven…
  2. Production agents stay safe with rigid action catalogsHorizon3 limited its AI agent to a finite, pre-approved menu of deterministic tools to ensure it stayed within bounds during 420 deployments. This architecture allowed a…
  3. Automated exploitation shrinks the patch-to-breach window to minutesAttackers using the ARTEX AI pentest framework recently validated over 200 client secrets in three minutes by scraping exposed OpenAPI specifications and password reset pages. VulnCheck…
  4. Autonomous vulnerability discovery ends the two-week patch cycle
  5. Autonomous agents require deterministic control and intent-based security
  6. Automated bug-hunting resets patch volume
  7. Edge devices and identity controls remain the primary entry points for attackers
  8. GPT-6 Cyber reveals latent vulnerabilities in mature codebases
  9. AI-driven vulnerability research accelerates mass exploitation
  10. Define completion receipts to validate agent outcomes

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