
We see a lot of progress around that. Um I've just got two examples. The most exciting paper I've saw is this inc paper which is basically doing a very simple sync. It's just trying to split the architecture from not just one agent going out and trying to perform this end to end autonomous hacking operations but it's just saying there's one model which is orchestrating and multiple models which are performing the task. That's it. And this brings us from zero out of 10 environments simulating you know environments like Equifax being hacked to nine from 10. Very very simple trick.