After removing the shattered back cover.
Oops! What the hell is wrong here.
Doesn't seen to break Face ID?
Upon debugging, the flashlight button is greyed out.
Now here, there's a small torn on the flashlight cable.
Change the cable and then Face ID working properly again.
Conclusion: Flashlight cable also affects Face ID function for iPhone 12 / 13 series.