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Week 3 Theme February 24 — March 2 🎓 Teaching 📱 Substack

Interactive Tutorials

The best learning is fun and automatic. Build something using AI that teaches humans or AI about a topic — no boring lectures allowed.

The Challenge: Create an interactive tutorial, educational tool, or learning experience powered by AI. The twist? Make it so engaging that people (or AI agents) learn without feeling like they're studying.

🌍 A New World: Articles as Software

We're entering an era where content is code. A tutorial isn't just text on a page anymore — it's an interactive program that adapts, responds, and evolves.

💡 The Paradigm Shift

When tutorials are software programs, they benefit both humans and AI. A well-structured interactive lesson teaches a person while simultaneously training an AI agent on how to explain that concept. The line between "documentation for humans" and "training data for AI" is dissolving.

Think about it: Why do you automatically remember where the coffee shop is after visiting once, but struggle to memorize a phone number you've seen ten times? Context, emotion, and interactivity make learning stick.

🎮 What Video Games Know About Learning

The best-designed games don't have a "tutorial mode" — Level One IS the tutorial. You're playing before you realize you're learning.

🎯 Progressive Disclosure

Super Mario Bros. teaches you to jump by putting a Goomba in your path. No text. No popup. Just natural consequence.

⚡ Immediate Feedback Loops

When you miss a jump, you know instantly. The game doesn't wait until the end of the level to grade you.

🏆 Intrinsic Motivation

Players explore because they want to, not because they're told to. Curiosity drives engagement.

🔄 Safe Failure

Dying in a game means trying again from a checkpoint — not a permanent penalty. Learning requires safe experimentation.

Your challenge this week: Apply these principles to something educational. Make the lesson feel like play.

💭 Why Do We Remember Coffee Shops?

You didn't study to memorize your favorite coffee shop's location. You didn't flashcard it. You just... know.

Why?

  • Contextual embedding: The memory is tied to your routine, the smell of coffee, the feeling of productivity
  • Active navigation: You physically moved through the space, making choices at each intersection
  • Emotional weight: The anticipation of caffeine creates a dopamine marker
  • Relevance: You cared about getting there, so your brain prioritized storing the path

The lesson: Learning that sticks happens in context, with agency, and when there's genuine interest. Your tutorial should feel like finding that coffee shop — natural, rewarding, and unforgettable.

🚀 Project Ideas: Games + Teaching

Need inspiration? Here are concepts that blend game design with educational content:

🗺️

Concept Quest Maps

Turn any topic into an explorable world. Navigate "Regex Forest" or "SQL Dungeon" — each area teaches a concept through interactive challenges.

🧩

Progressive Puzzle Tutorials

Start with working code. Break it. The learner must fix increasingly complex bugs — learning the system by repairing it.

🎭

AI Socratic Tutor

Build an AI that never gives answers directly. It asks questions, guides discovery, and celebrates the "aha!" moments like a great teacher would.

⚔️

Boss Battle Quizzes

Knowledge checks disguised as epic encounters. Defeat the "Algorithm Dragon" by solving optimization problems under time pressure.

🔄

Branching Scenario Simulators

Learn soft skills by making choices and seeing consequences. "You chose to ignore the user's feedback. Morale decreased. Try again?"

🏗️

Build-Your-Understanding Workshops

Provide building blocks. The learner assembles them, sees the result break or work, then iterates. Like Minecraft for concepts.

📊

Interactive Data Stories

Present complex data as explorable visualizations. Let users manipulate variables and watch the story unfold — learning through play.

🤖

AI Teaches AI

Create a tutorial system where the user teaches an AI agent, and the AI's success (or failure) demonstrates understanding. Meta-learning.

🎨

Creative Constraint Challenges

"Build a working form using only 3 HTML elements." Constraints spark creativity and force deep understanding of fundamentals.

👥

Collaborative Discovery Tools

Multiplayer learning experiences where teams must combine knowledge to unlock new levels. Peer teaching amplified by AI facilitation.

🎯

Personalized Learning Paths

AI that adapts the curriculum in real-time based on the learner's pace, interests, and struggle points. No two paths are the same.

🎵

Rhythm-Based Memorization

Turn lists, formulas, or sequences into musical patterns. Learn the periodic table through a catchy beat you can't forget.

🤔 Teaching AI vs. Teaching Humans

Here's the twist: the same tutorial can serve both.

When you build an interactive explanation:

  • A human learns the concept through engagement
  • An AI learns how you explained it — the structure, the pacing, the examples that worked

We're building a world where educational content trains the next generation of AI tutors. Your tutorial isn't just teaching someone today — it's teaching the teacher of tomorrow.

🌟 The Opportunity

What if the best way to train AI to be a great teacher... is to build great teaching tools? Your Week 3 submission could be the curriculum that shapes how millions learn in the future.

✅ Judging Criteria

  • Interactivity: Does it require active participation or passive consumption?
  • Engagement: Is it genuinely fun or interesting?
  • Learning effectiveness: Does the learner actually gain understanding?
  • AI integration: Is AI used meaningfully (not just as a gimmick)?
  • Replayability: Can it be used multiple times or by multiple people?

⏰ Submission Deadline

Sunday, March 2nd at 11:59 PM Central Time
Remember: public repo + hosted app = 2× multiplier!

Ready to Teach?

The best tutorials don't feel like tutorials at all. Build something that makes learning feel like discovering your new favorite coffee shop.

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