Challenges

Dependency and skill atrophy

Convenience can quietly erase the muscles you still need.

The trap

If every first draft, every email, and every decision sketch goes to a model, your taste and speed at those tasks can fade. Convenience feels like progress until the network is down or the model is wrong in a way only a practiced human would notice.

What this means at work

Use AI as a sparring partner, not a substitute for the skills that make you valuable when the tool fails. Skill atrophy is quiet: you still ship, you just cannot explain or rebuild.

Practice (15 minutes)

  1. Pick one task you always hand to a model (outline, email, code stub).
  2. Do a closed-book version for 12 minutes: no chat, no autocomplete if you can help it.
  3. Only then open the model for critique, not a full rewrite.
  4. Log one sentence: what muscle felt weak?

Reflection

Which skill would embarrass you if you had to demo it live without AI?

See also