"The worst part is that AI is covering up their deficiencies. They don’t know what skills they lack. They don’t even know what skills are required because they haven’t put the effort in."
This is the biggest issue with AI. It is incredible when in the right hands (Senior devs who know good fundamentals and know how to code) but really bad when in wrong hands (Juniors with no fundamentals but they are made to believe that they know what they are doing).
It's a catch-22 because juniors need AI to be competitive, but you need to do the grunt work yourself for a few years before you really build the skills necessary to advance. I can't imagine learning how to do math by simply reading a solution book.
You cannot speed run human learning. Investing time to read and absorb the material, repeatedly exercising and expanding your understanding, is the only path.
Not coincidentally, this is exactly how we train our AI.
Edit: but to answer your question, an AI harness can only emulate the best teaching methods. Learning is up to the human.
I really disagree with that stance. It would be trivial to have it ask you questions about what it produced to ensure you understand. I’ve literally already done that several times.
"Understanding" someone else's solution is not comparable to solving it on your own, even if you can answer some questions about it. It builds extremely fragile surface-level understanding.
That struggle and repeated failure before finally connecting the dots on your own is how you build intuition and deep understanding.
Yes, all learning takes practice, it's the core of how our brain learns things. Any tool that eliminates the practice part means suboptimal, or zero, learning. Practice isn't just for physical tasks like riding a bike. All skills take practice, meaning repeated cycles of failures over a long time horizon.
This is the biggest issue with AI. It is incredible when in the right hands (Senior devs who know good fundamentals and know how to code) but really bad when in wrong hands (Juniors with no fundamentals but they are made to believe that they know what they are doing).