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 Qwen 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 , Qwen 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 , Qwen 3 . 8 , great job on my little onepage website test .