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LLMs at the Core: From Attention to Action in...

Talkat BSidesSF 2024 · 2024-05-04..05-05· [security, large-language-models]
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Open-sourced tools automate SDLC reviews, access requests and bug‑bounty triage: a Slack SDLC bot scans design docs and raised a risk score from 4 to 7 when private links were removed; an access manager suggests groups, files approval requests and issues time‑limited grants; a triage bot sorted 900+ daily bug reports, helped close ~3,500 invalid tickets and surfaced 32 real fixes in week one. Models self‑grade with evals, human review stays in the loop and IR bots prompt users to revert accidental public shares.

AI-written summary · about

  1. 0:00Introduction and origin
  2. 2:47LLM security foundations
  3. 6:12SDLC security automation
  4. 11:38Security triage automation
  5. 13:44Access management tools
  6. 16:08Bug bounty program triage
  7. 22:56Incident response automation
  8. 26:03Final lessons and takeaways
  9. 27:14Q&A session
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