TL;DR (of a cheaper approach): 1. Guess whether each of the hex character is a digit or a letter 2. Create (and solve) a system of linear equations base on the guess 3. ?? 4. Profit!
Original writeup (https://mystiz.hk/posts/2021/2021-11-29-dragonctf-crc/).