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Tutorial: Guarding the Gates: Understanding and Mitigating OWA...

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OWASP lists the Top 10 LLM risks and ranks prompt injection as the most critical, demonstrated by live Gandalf capture-the-flag lab and Viz/MLLDoc exercises where participants only reach flags three or four before guardrails break; real incidents include a chatbot selling a car for $1 and an airline honoring a bogus ticket. Mitigations shown include NeMo Guardrails, content segregation, human-in-the-loop, policy-as-code, plus privacy tools like differential privacy, confidential enclaves and homomorphic encryption.

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