Pretty much every time I switch tabs, like just then twice, the Quick Reply box retains focus.
Only on rare occasions where I scroll back the page I am replying on and click somewhere else does the textarea lose focus, and I am generally aware of that.
Which browser are you using? Which operating system? I use Chrome and Firefox on Windows and Mac, and Chromium on Linux - all work fine.