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Although AI has been all the rage lately, I was actually always excited the most by building a compiler. After a few years of dabbling with it, I created one together with my brother: https://github.com/wasp-lang/wasp
It is a DSL (a simple config language for building web apps) so not that complicated as a Turing-complete language, but still a lot of concepts remain.
As a good starting resources for building your own compiler I'd also recommend Crafting Interpreters, super nicely explained and fun to go through: https://craftinginterpreters.com/
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