Reinventing certain wheels is arguably the only way to be sure you understand them. For example Monte Carlo sampling implementations.

The logical conclusion of this mindset is mathematics, where people literally prove all of algebra and calculus to themselves as they learn it. There are good pedagogical reasons for doing this.