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Explore the fundamentals of Large Language Models (LLMs) in this 40-minute conference talk at BSides SATX. Gain a comprehensive understanding of how LLMs work, their underlying technologies, and their impact on the world of information security. Trace the evolution of LLMs from simple rule-based models to sophisticated neural networks, focusing on key milestones and breakthroughs in AI and natural language processing. Delve into the technical aspects of LLMs, including neural networks, the Transformer architecture, and the training process. Examine current applications of LLMs in offensive security, such as generating phishing emails, creating malware, and identifying software vulnerabilities. Consider the future implications of LLMs in cybersecurity, including potential advancements in AI-driven offensive strategies and the associated ethical considerations. Leave with a demystified view of AI buzzwords and the knowledge to leverage this technology in innovative ways within the field of information security.
