Mitigating the OWASP Top 10 for LLMs - Building Secure Generative AI Applications

Learn essential strategies for building secure generative AI applications in this lightning talk from AWS re:Invent 2024. Discover the OWASP Top 10 vulnerabilities specific to large language models (LLMs) and understand how development, operations, and security teams can effectively address these challenges. Explore practical implementations of LLM firewalls to secure various application layers including prompts, data retrieval, and responses while preventing unauthorized access to sensitive information. Master techniques for protecting sensitive data throughout the model lifecycle, from training and tuning to Retrieval Augmented Generation. Gain insights into automating compliance processes to meet evolving AI and data regulations, ensuring your generative AI applications remain secure and compliant.