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The ART of Probable: Test with AI, Atomic Red Team, and Threat Metrics

Talkat RSA Conference 2024 · 2024-05-06..05-09· [security, ai-assisted-development]
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Claim: combine generative AI with open-source testing and public reports to produce prioritized, actionable validation tests and detection analytics. Implementation: a ChatGPT Pro Custom GPT seeded with ~20 vendor reports (Red Canary, CrowdStrike, Mandiant, Microsoft, DBIR, etc.), a consolidated Atomic Red Team markdown, and iterative prompt engineering (25–35 revisions). Outcome: the model generates a threat priority list, runnable atomic test commands and sample detection queries, but shows file-size limits and intermittent memory/knowledge-search failures—reliable after tuning, fragile on shared hosted models.

AI-written summary · about

  1. 0:00Introduction and context
  2. 1:00Recap of previous research
  3. 3:33The challenge of threat modeling
  4. 6:48Defining your threat model
  5. 11:24Using AI for threat intel
  6. 15:04Why AI is effective for security
  7. 20:01Setting up the custom AI tool
  8. 24:25Mastering prompt engineering
  9. 28:24Iterative testing and debugging
  10. 32:46Breakthrough and results
  11. 36:32Trivializing test creation
  12. 39:39Limitations and lessons learned
  13. 44:00Action plan and conclusion
  14. 46:12Q&A session
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