Thank you, and happy to answer questions on that, it's been a crazy time!

Maybe of relevance to non-security people here:

1. Most of it is about AI investigating event data in general, not just SOC/IR: cyber, intel, fraud, SRE, and we're even messing with customer 360 & social media data

2. For anyone into vibes coding or building agents, I encourage jumping to the "self-writing AI" section where we're finding we are moving internally from vibes coding -> vibes engineering -> and finally now to eval-driven AI coding loops

And, for anyone in security, doing careful evals here has indeed strongly colored my view on the market :)