The Silicon Brain: Why Neuromorphic Computing is...

As we study traditional Von Neumann architecture at SPPU, a new contender is rising. In 2026, the limitation of AI isn't just the code; it’s the hardware. Neuromorphic Computing is the engineering answer to the energy crisis of modern AI, replacing standard processors with "Spiking Neural Networks" (SNNs) that act like human neurons. ​1. What is Neuromorphic Engineering? ​Traditional chips move data constantly between the memory and the processor, which wastes a huge amount of energy (known as t