That said, I personally DO read code. Besides code reviews that were mentioned in the article I read the code that my code depend on. Especially when I want to better understand some API, I read not only the headers, but the actual implementations of the functions that I'm using.
Sometimes I read code to better understand some algorithm. I only understood how Transformer architecture worked when I read some of its implementations.
So yeah, reading code is cool. We just don't read it as we read books.