Neuromorphic Engineering: Mimicking the Human Brain

The Von Neumann Bottleneck

Traditional computing architectures separate processing and memory, leading to the Von Neumann bottleneck. Neuromorphic engineering integrates computational and memory units, similar to neurons and synapses in the biological brain.

"The future of AI hardware lies in simulating biological neural networks mechanically."

These chips process spikes of electrical current rather than continuous binary streams, dramatically reducing energy consumption. This makes them ideal for edge computing and embedded IoT devices where power is heavily constrained.