
Again another example is DAPA AI uh cyber challenge and um they've just performed the recent round on the on the black hat u last year was 7 37% of the vulnerabilities which they've created synthetically or had already in the environment which were found by this autonomous cyber reasoning system and the idea there is not just to find but also patch this year we saw this progress from 25 to 61%. So again, we see that offense is really having this um Oops, there we go. Offense is really having this type of um um acceleration right now.