First principles thinking is a powerful tool but it needs to be rooted in battle-tested axioms and used together with pattern matching, otherwise it can fails miserably.

https://commoncog.com/how-first-principles-thinking-fails/

How First Principles Thinking Fails

Thinking is split roughly into pattern matching against experience, and reasoning from first principles. Here's one argument for why you need both.

Commoncog