Automation is usually the part that gets accounts into trouble, not just the browser setup. In my experience tools like Multilogin or Gologin can help with profile separation, but X still cares a lot about behavior patterns, so aggressive automation can easily cause restrictions. You can create automation build by Playwright, SeleniumBase and some scripts, but it requires fine-tuning, a lot of time, and testing
If you use automation, it must be very smart, since Twitter can easily detect it. From my experience, I used to use my own software based on BAS, but now I have given up and am doing the work manually. Engagement and account growth as well as CTR have become much better, so think about it.
Automation can flag your accounts with or without proxies and anti detect browsers.
