Windows and Linux computers, yes Tailscale will be persistent.
Phones, tablets and streaming sticks, no. On Android and iOS devices, restarts require re-enabling Tailscale.
With a streaming stick, as long as there's power to it (typically recommended), and there are no OS updates, you can go for long periods with Tailscale remaining connected.
