Crowley has published the SOC Survey for a decade. This session will start with high level findings, then deep dive into Jupyterlab python minutae as he discusses the analysis he performed to attempt to extract interesting correlations. He'll further discuss how he leveraged Gemini to develop extensive multi year correlation assessment, and how the AI tool produced worthless and misleading results, and what he did about it.