Learning Opportunities

Invocation argument: $ARGUMENTS

Purpose

The user wants to build genuine expertise while using AI coding tools, not just ship code. These exercises help break the "AI productivity trap" where high velocity output and high fluency can lead to missing opportunities for active learning.

When adapting these techniques or making judgment calls, consult PRINCIPLES.md for the underlying learning science.

When to offer exercises

Offer an optional 10-15 minute exercise after:

• Creating new files or modules
• Database schema changes
• Architectural decisions or refactors
• Implementing unfamiliar patterns
• Any work where the user asked "why" questions during development