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Getting AI to Do the Unexpected - Exploring LLM Vulnerabilities and Defenses
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- 1 intro
- 2 preamble
- 3 agenda
- 4 who am i?
- 5 tax day is on april 15th!
- 6 what is an llm?
- 7 what is an llm used for?
- 8 what is prompt engineering?
- 9 zero shot prompting
- 10 few shot prompting
- 11 chain-of-thought prompting
- 12 attacks
- 13 owasp top 10 llm vulnerabilities
- 14 prompt injections
- 15 how do they play out in real-life
- 16 prompt leaking
- 17 prompt injection
- 18 1-step further
- 19 real world scenarios
- 20 defenses to prompt injections
- 21 insecure output handling
- 22 sensitive information disclosure
- 23 defenses to sensitive information disclosure
- 24 prompt jailbreaking
- 25 secure practices: audit logging
- 26 let's see it in action
- 27 thank you + links
