I've got my AMD Ryzen AI Halo right here, and I'm working in LM Studio Bionic, which is an agent. And this week, I asked Quinn 3.6 to build me a simple one-page website as a kind of benchmark. And here's what it made. It did a perfectly serviceable job. It's not the most exciting looking website in the world, but you know, it's got all the ingredients that you need. So, you know, perfectly good. Then, Quen 3.8 just came out. I asked it to do the same thing. Build me a simple onepage website from the same assets, and it did a much better job. Look at this. It's so dynamic. It's got little Tetris blocks floating down in the background and then it's got this ticker and it's much more responsive and it just all overall just a much stronger website. Here on the book section, there's a little tiny animation when you when you mouse over the book. So, Quinn 3.8, great job on my little onepage website test.