From what I know, even though the common OS have parts written in other languages, the kernel is entirely written in C.
I want to know if it’s feasible to write a Kernel in C++ and if not, what would be the drawbacks.
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This is covered explicitly in the OSDev Wiki.
Basically, you either have to implement runtime support for certain things (like RTTI, exceptions), or refrain from using them (leaving only a subset of C++ to be used).
Other than that, C++ is the more complex language, so you need to have a bit more competent developers that won’t screw it up. Linus Torvalds hating C++ being purely coincidental, of course.