How can a messy, unpredictable sum of random things turn into the clean, symmetric bell curve? That magic is the Central Limit Theorem — one of the most beautiful results in all of probability. In this chapter we unpack what the theorem says, why a 0.5 shift can greatly improve an approximation, and how quickly sums actually get close to normal.