The Danger of Vibe Coding for New Developers
There’s a growing concern in the industry that I’ve been thinking about: the impact of AI coding assistants on developers who are still learning.
The Problem with Skipping the Struggle
When I learned to code, I spent hours debugging a missing semicolon. I read stack traces line by line. I traced through functions with print statements. It was frustrating, slow, and absolutely essential.
Those painful moments were when learning actually happened.
Now, a junior developer can:
- Describe what they want
- Get working code from Claude or Copilot
- Paste it in
- Move on
They never struggled. They never debugged. They never understood.
What Gets Lost
Problem Decomposition
Before AI, you had to break problems into smaller pieces yourself. “How do I build a login system?” became:
- How do I hash a password?
- How do I store a session?
- How do I validate email format?
Now the AI handles decomposition. Junior developers never learn it.
Debugging Intuition
Debugging is pattern recognition built through experience. You see an error and know where to look. That intuition comes from hundreds of debugging sessions.
If AI fixes every bug immediately, that intuition never develops.
Documentation Reading
The ability to read API docs, understand parameters, find examples—this skill atrophies when you can just ask the AI.
The “Aha” Moments
The sudden understanding of why something works a certain way. The moment recursion clicks. The realization of why immutability matters.
These come from struggle. They don’t come from copy-pasting AI output.
This Is Actually the Best Time to Learn
Paradoxically, now is the best time to learn programming—but the approach must change.
Use AI as a Tutor, Not a Crutch
Don't: "Write a function that finds duplicates"
Do: "Explain three ways to find duplicates and their tradeoffs"Demand Explanations
Don't: Accept code and move on
Do: "Why did you use a set here instead of a list?"Struggle First, Then Ask
Try to solve it yourself for 20 minutes before asking AI. The struggle primes your brain to actually absorb the answer.
Read the Code, Don’t Just Run It
When AI gives you code, trace through it line by line. Add comments explaining each part. If you can’t explain it, you don’t understand it.
For Senior Developers Mentoring Juniors
- Assign debugging exercises where AI isn’t allowed
- Ask “why” questions about the code they write
- Review explanations not just code
- Create environments where struggle is expected
The Meta-Skill
The developers who will succeed aren’t those who can best prompt AI to write code. They’re those who understand systems deeply enough to know when AI is wrong, what approaches to take, and how to debug when things break.
That understanding only comes from doing the hard work yourself.
Learn the hard way first. Use AI to go faster later.