What Is AI, Really? Cutting Through the Buzzword
From rule-based systems to machine learning. Why "AI" describes a goal, not a method, and what that means for every developer building with it.
Jun 14, 202610 min read59

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Series
A ground-up series for software engineers learning to build AI-powered applications. It covers Artificial Intelligence, Machine Learning, Neural Networks, and Deep Learning from first principles: with working code, verifiable sources, and no hand-waving. By the end, you'll know exactly how GPT-5 works under the hood.
From rule-based systems to machine learning. Why "AI" describes a goal, not a method, and what that means for every developer building with it.

What a model really is, why 99% accuracy can still mean your model is broken, and the vocabulary every developer needs to talk precisely about ML.
