Problem

AI coding tools are powerful, but beginners can misuse them before building strong engineering fundamentals.

Behavior Risks

• asking AI before attempting independent debugging
• copy-pasting generated code without understanding tradeoffs
• optimizing for speed while skipping problem decomposition
• accepting correct answers from shallow prompts

Why This Matters

The short-term output may look correct, but long-term growth slows down. Developers miss practice in:

• debugging under uncertainty
• forming mental models
• validating assumptions with tests
• reasoning through failure paths

Product Response

AI Dev Coach adds a coaching layer on top of AI chat tools. It nudges users toward better prompting and better learning behavior in real time.