Overview
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Explore comprehensive security challenges in generative AI applications beyond the commonly discussed prompt injection vulnerabilities in this 35-minute conference talk from Security BSides San Francisco 2025. Examine the complex security risks introduced by interconnected GenAI components including AI agents, vector databases, and large language models as adoption continues to accelerate across organizations. Learn actionable strategies for securing agent interactions, protecting machine learning models from various attack vectors, and fortifying data workflows throughout the AI application lifecycle. Gain insights into the broader threat landscape facing GenAI implementations and discover practical approaches to building more secure AI-powered systems that address vulnerabilities across the entire technology stack rather than focusing solely on input-based attacks.
Syllabus
BSidesSF 2025 - GenAI Application Security: Not Just Prompt Injection (Ahmed Abugharbia)
Taught by
Security BSides San Francisco