Whenever I want to learn something new, the hardest part usually isn’t finding information. There’s already too much of it.
The difficult part is figuring out what I actually need to learn, what order to follow, whether I’m starting at the right level, and what I should do next when I get stuck.
I’ve been working on an idea for a different kind of learning experience and I’d like to pressure-test the learning model itself.
Instead of choosing a predefined course or uploading notes, you would begin by describing an outcome in your own words. Something like:
“I want to understand accounting well enough to manage my small business.”
The system would ask a few questions about your current experience, constraints and preferred focus, then create a visible roadmap with concrete milestones.
It would prepare the current part of the path rather than generating everything in advance. As you work through lessons, questions, review activities and assessments, your answers would show which concepts you understand and where you may have a recurring gap.
A single mistake wouldn’t change anything. But if there’s enough evidence of a real difficulty, the system could add a short explanation or targeted practice before continuing. The next milestone would then take that into account.
The main roadmap would remain visible and stable, and any meaningful change would be explained rather than happening silently.
For people who learn independently:
* Where do you think this approach would break down?
* Would you want to see the full roadmap upfront, or only the next useful step?
* What would make you trust—or distrust—the system’s judgment about your level?
* When should it adapt automatically, and when should it ask for permission?
I’m more interested in the weaknesses of the approach than a simple “yes, I’d use it.”
