Neural networks learn from billions of examples and turn faces, language, and behavior into probabilistic profiles. Tokens, embeddings, Transformers and LLMs industrialize text. Power sits in data and metrics: bias, opacity, oligopoly. Understanding them is self-defense in a governed feed.