Theory that starts from first principles
Each concept begins with plain-language mental models before introducing terminology, so beginners are not forced to memorize jargon.
AI learning, without the noise
Start with practical mental models, then move into engineering when you are ready. Every lesson is split into theory, practice, visuals, and video so you can learn the way your brain prefers.
Courses
Two focused courses. No locked lessons, no XP grind, no course builder clutter.
How it works
Scroll through concepts, switch learning styles, and move between theory, practice, visual explanations, and video without losing your place.
Each concept begins with plain-language mental models before introducing terminology, so beginners are not forced to memorize jargon.
Small interactions help you test prompts, spot hallucinations, trace agents, and reason through real AI workflows.
Images and videos make abstract ideas like tokens, context windows, retrieval, and attention easier to inspect.
