Halving, Not Magic: Understanding the Mathematics of O(log n)

Most engineers treat O(log n) as magic without grasping its foundation. This article reveals that logarithms simply count the number of halvings—a unifying principle underlying binary search, balanced trees, heaps, and divide-and-conquer algorithms. Understanding this mechanism transforms algorithm design from rote memorization into intuitive pattern recognition.