In brief,
1) Deterministic PRNG
2) We retrieve seeds for which to spoof the server by factoring pseudoprime pseudorandom number (wow this is a mouthful.)

Original writeup (https://n00bcak.github.io/writeups/2021/04/08/AngstromCTF-2021.html#im-so-random).