So, I'm going to leave you with a few recommendations. So, first, um get your code base and agents working in a sandbox. It unlocks a lot of different things, a lot of different workflows, everything I've talked about and more. Second, integrate agents into the relevant human interfaces so your team and your agents can work together and don't have to like context switch and copy context back and forth. Obviously, we think Superagent is the best way to do it, but plenty of people are home rolling things, hacking things together. Figure out how to make this happen because if not, the friction is just really high. And lastly, find a way to benchmark and become model agnostic so you're not tied to anybody and you can just constantly stay at that right part on the frontier of cost, speed, quality.