~/talk

A Practical Guide to AI Threats & Mitigation Strategies

Talkat Code Remix Summit 2025 · 2025-05-12..05-14· [security, large-language-models]
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slides:none on file

Walks through OWASP LLM top risks and shows live prompt injection via Gandalf.ai plus a Chevrolet chatbot exploit example, compares GPT, Claude, Gemini, Mistral and Copilot producing the same cross-site scripting flaw from a simple Express prompt, and demonstrates an agentic note app that containers itself but ships CSRF mitigation while still exposing XSS, info leaks and missing rate limiting. Recommends input/output filtering, sandboxing, ESBOM inventory, dependency vetting with Snyk Advisor and human review plus red teaming.

AI-written summary · about

  1. 0:00Introduction to AI threats
  2. 2:33Challenges with large language models
  3. 11:18Prompt injection explained
  4. 12:00Excessive agentic AI risks
  5. 13:44Data and model poisoning
  6. 16:11AI supply chain vulnerabilities
  7. 19:41LLM misinformation risks
  8. 22:53Sensitive information disclosure
  9. 24:18AI in software development
  10. 27:33Trusting AI generated code
  11. 30:03Cross-site scripting in AI code
  12. 35:14Evaluating AI suggested packages
  13. 38:23GitHub Copilot vulnerabilities
  14. 40:07Prompt engineering limitations
  15. 42:10AI coding editors risks
  16. 42:51Understanding vibe coding
  17. 44:59Live demo of AI code generation
  18. 48:51Key takeaways and best practices
  19. 50:57Learning resources and next steps
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