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Show HN: LessonFolk – Learn AI from an AI tutor, through MCP (open source)

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I keep hearing about AI. Where do I even start?

Can you show me?

LessonFolk in 26 seconds

How does it work?

How it works

  • 1Sign in and connect your AI chatCreate your account in a click, then connect the AI app you already use. It takes a couple of minutes.

Sign in and connect your AI chat

Create your account in a click, then connect the AI app you already use. It takes a couple of minutes.

  • 2Say you want to learnYour tutor asks a few quick questions about you and what you already know, then recommends where to start.

Say you want to learn

Your tutor asks a few quick questions about you and what you already know, then recommends where to start.

  • 3Learn one lesson at a timeEvery lesson is a conversation. Your tutor checks your understanding, and this site keeps track of your progress.

Learn one lesson at a time

Every lesson is a conversation. Your tutor checks your understanding, and this site keeps track of your progress.

What can I learn?

What you can learn

Courses go from first steps to advanced topics, in a recommended order.

  • AI FoundationsBy LessonFolkTheme: Understanding AILevel: BeginnerStart from zero. What AI is, how machines learn, and what is really happening when you chat with an AI.About 1 hour · 3 lessons

AI Foundations

By LessonFolk

Start from zero. What AI is, how machines learn, and what is really happening when you chat with an AI.

About 1 hour · 3 lessons

  • How AI Models Really WorkBy LessonFolkTheme: Understanding AILevel: IntermediateLook inside the model behind your chat assistant — how text becomes tokens, how meaning becomes numbers, how training turns a text predictor into an assistant, what reasoning models add, and how to choose a model. No code or math needed.About 1.5 hours · 6 lessons

How AI Models Really Work

By LessonFolk

Look inside the model behind your chat assistant — how text becomes tokens, how meaning becomes numbers, how training turns a text predictor into an assistant, what reasoning models add, and how to choose a model. No code or math needed.

About 1.5 hours · 6 lessons

  • Context Engineering for Long-Running AgentsBy LessonFolkTheme: Building with AILevel: AdvancedKeep an agent sharp over hours of work: treat the context window as a budget, compact history without losing the thread, keep memory outside the window, and delegate to sub-agents when it helps.About 2 hours · 6 lessons

Context Engineering for Long-Running Agents

By LessonFolk

Keep an agent sharp over hours of work: treat the context window as a budget, compact history without losing the thread, keep memory outside the window, and delegate to sub-agents when it helps.

About 2 hours · 6 lessons

See all 15 courses

Why not just watch videos?

Why LessonFolk

  • A conversation, not a videoYou ask questions, try ideas and get answers in your own words, at your own pace.

A conversation, not a video

You ask questions, try ideas and get answers in your own words, at your own pace.

  • Made for your levelA short level check skips what you already know, so you start where it counts.

Made for your level

A short level check skips what you already know, so you start where it counts.

  • Open and yoursThe courses and the code are open source, and you can download or delete your data at any time.

Open and yours

The courses and the code are open source, and you can download or delete your data at any time.

Ready for your first lesson?

Sign in, connect your AI chat and say hello to your tutor.

Sign in to start learning

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