15 Beyond the Algorithm: What Really Happens Inside a Neural Network?

Lifelong Learning With A. A. Khatana · Jul 30, 2026 · 22m

We often hear the terms AI and Machine Learning used interchangeably, yet they represent distinct layers of a much larger technological system. The real tension lies in our current mastery of Narrow AI and the hypothetical, yet potentially risky, future of Super Intelligence.This discussion explores the functional categories of artificial intelligence, ranging from simple reactive machines to complex systems capable of "Theory of Mind." We unpack the "black box" of deep learning, explaining how artificial neurons receive inputs, apply weights, and use activation functions to produce results…