Introduction The future of Artificial Intelligence (AI) hinges on our ability to build systems that can process information efficiently, adapt to dynamic environments, and solve complex problems. Current computing architectures, while powerful, are reaching their limits in handling the increasing demands of sophisticated AI models. This bottleneck necessitates a paradigm shift towards more efficient and