In regards to the OpenAI hack, as more data and information comes out. A couple of thoughts. One - OpenAI's sandbox environment was not setup or designed well for it to escape the way it did. Devils advocate here, you want it to have as real/live of an environment for appropriate testing on capabilities, so this is a delicate balance. It's clear that the detection capabilities were not solid either at least for this enviornment. This would have set off every alarm in the detection catalog. I will say, HuggingFace identifying it within a couple of days is impressive still, granted it could always be better/faster and followed solid response procedures here to minimize the impact during this. Third, the AI behaved exactly the way its supposed to. It's designed to reduce token cost utilization and finding the easiest way to objective, not the hardest. They are lazy by design. It found it's method to objective through cheating without proper guard rails. Good lesson learned here, our traditional defensive capabilities still work as designed, should have snagged this, and the question is how do we leverage AI to better define our security controls, defensive posture, and more. TLDR: Not groundbreaking or earth shattering, still super cool to see these capabilities expanding on the offensive and defensive side. Also, what an amazing marketing opportunity for OpenAI right now 😂