I think my class was one of the last to do most homework without AI copilots.
That matters more than people think.
Doing work the long way trained a few habits:
- break down messy problems
- sit with confusion longer
- debug step by step
- explain reasoning clearly
Now with Claude Code, I move much faster. But I still use those same habits to steer the work.
My current loop is simple:
- I define the goal and constraints
- Claude helps me pressure-test approaches
- Claude Code helps execute and iterate quickly
- I verify against product outcome, not just “code works”
AI is not replacing thinking. It is amplifying whoever can think clearly and direct systems well.
I am grateful I learned both worlds: before AI and with AI.