Richard Hamming’s The Art of Doing Science and Engineering is one that’s really shaped my philosophy on CS. It pushes for the importance of reasoning from first principles, experimentation, and taking on extraordinary work. There’s also a fascinating and prescient section on AI and the limits of computers and how we think about them. Stripe Press makes a nicely bound hardcover edition of the book, too:
https://press.stripe.com/the-art-of-doing-science-and-engine...
Heartily recommend!