Fundamental mathematical constants like $e$ and $\pi$ are ubiquitous in diverse fields of science, from abstract mathematics to physics, biology chemistry. For centuries, new formulas relating fundamental have been scarce usually discovered sporadically. Here we propose a novel systematic approach that leverages algorithms for deriving help reveal their underlying structure. Our find dozens wel...