Welcome to the New World Order, the Age of Artificial Intelligence, the unavoidable evolution of technology that is here to assimilate human knowledge in its natural language form! You've parleyed with the perceptrons, you've dreamed deeply with Dall-E, but how do we harness this emerging capability to perform security analysis tasks such as looking for vulnerabilities and malware in source or binaries? In this hour I will give you the down low download of deep learning applications for code analysis!

We will review successes and failures in research applying LLMs to code analysis tasks and discuss how to evaluate models and create your own dataset for evaluation, training, and tuning prompting for better results. Finally we will conclude with a brief discussion of the threat landscape when deploying LLMs in production including multiple new vulnerabilities discovered during the course of this research.