Artificial intelligence represents a compelling frontier in technological evolution. Its efficacy to automate complex tasks and produce innovative outcomes is undeniable. Yet, in spite of its remarkable achievements, the underlying principles that drive AI remain largely obscure. Scientists are continuously striving to comprehend the complexities