For decades, the computing world was ruled by a duo: the CPU handled the logic, and the GPU handled the visuals. But the rise of Artificial Intelligence created a new problem: Neural Networks require billions of simple math operations per second. Enter the NPU (Neural Processing Unit) , a new class of chip designed not for logic or graphics, but for the "brain-like" math of AI. [Image of CPU vs GPU vs NPU architecture comparison diagram] Figure 1: Architectural comparison: The versatility of the CPU vs. the parallelism of the GPU vs. the tensor flow of the NPU. The NPU Explained: How It Differs from CPUs and GPUs 1. The Old Guard: CPU and GPU To understand the NPU, we must first understand what it replaces. A. The CPU (The "Professor") The Central Processing Unit is a "Scalar" processor. It excels at complex logic, branching (if-this-then-that), and sequential tasks. It has a few powerful cores and large...