Comment by crystal_revenge

At least for theorem proovers like Lean, they're basically type checkers but for much more sophisticated type systems than you find in your average programming language. Basically, if the proof compiles, it is proven. In fact, if you look at Lean code it is very similar to Haskell (and the book Functional Programming with Lean is a great way to explore the language from that lens [0])

You can also think of this in reverse and it might help you understand better: Your type checker at compile time is basically providing a sort of "proof" that all the functions and arguments in your program are consistent. Of course, because the type system is not as sophisticated, it can't prove your program is correct, but it as least can prove something about how your program will behave. If you had a more advanced type system, you could, in fact, prove more sophisticated things about the performance of your code (for example that the shapes of all your matrices matched).

A great book on this topic is Type Theory and Formal Proof [1].

0. https://lean-lang.org/functional_programming_in_lean/

1. https://www.cambridge.org/core/books/type-theory-and-formal-...