What's compose stand about persistent UI? Such as keeping the same AppBar across multiple screen. Is it expected that we change the whole screen everytime in Compose?

You can easily use:

MainApp {
  CommonAppBar()
  Content()
}

where Content is the dynamic screen content. Well, this is how you do it in React/Flutter afaik.