Dual Class
Most AI tools give you answers, but Gemini can be a teacher—one that adapts to how you think.
Core trick
Maps a technical concept onto the user's stated hobby and generates visual metaphors to check comprehension.
Description
Most AI tools give you answers, but Gemini can be a teacher—one that adapts to how you think. Dual Class proves this by translating the same technical concept into metaphors that represent your profession, hobby, or passion (a chef's kitchen, a starship bridge, a detective's case board) and using visual evaluations to confirm comprehension. It's adaptive learning that matches your existing expertise and background knowledge.
README excerpt
# Dual Class Learning Engine ⚔️ > **Turn Your Hobbies Into a Cheat Code.** > [**Watch the Demo**](https://youtu.be/AOaFfaqUk3E) **Here is the pitch:** Imagine trying to learn how the **Transformer Architecture** works. It’s complicated, right? Now imagine learning it through the game mechanics of **League of Legends** or through **NFL game plan** templates. Suddenly, it clicks, because we're explaining it in a metaphorical language you already understand. Dual Class uses **Gemini 3** to find these connections automatically and then shows you how they work through visual metaphors generated by **Nano Banana Pro**. We turn your hobbies into a master key—a **"Cheat Code"**—unlocking new skills by mapping them to the fun stuff you already know by heart. We transform your expertise in hobbies into a bridge for your career and education. --- ## 🚀 The Vision Everyone has hobbies they excel at. They have thousands of hours of practice in those hobbies. Let's make use of that existing knowledge through transfer learning and visual metaphors, using **Gemini 3** and **Nano Banana Pro**. **Our Core Promise:** - **Translation, Not Just Explanation:** We don't just dumb things down. We map the *structural logic* of a concept (e.g., Transformer Attention) to a domain you master (e.g., a Quarterback scanning receivers). - **Visual Metaphor Learning:** Text isn't enough. We generate custom visual metaphors that mirror your mental model. - **Active Recall:** We verify understanding thro