DOMAIN 1 · Beginner
AI Fundamentals
Give developers the minimum honest mental model of modern AI so everything later makes sense — without academic ML theory.
Audience: All personas; the entry point for newcomers.
CONCEPTS IN ORDER1What Even Is AI? AI vs. ML vs. Deep LearningT2 · 6 min2How Models Learn: Training vs. InferenceT2 · 6 min3What Is an LLM?T2 · 8 min4Tokens — the Currency of EverythingT1 · 7 min5Why AI Output Is Probabilistic (and Why It Changes How You Build)T1 · 7 min6Hallucination — Why Models Make Things UpT2 · 7 min7What AI Is Genuinely Good and Bad At — a Capability MapT1 · 7 min8AI Systems vs. Traditional Software — the Mindset ShiftT1 · 7 min9Where AI Fits in a Product (and Where It Shouldn't)T1 · 7 min10Responsible AI Basics for BuildersT1 · 7 min