The calculator dulled our mental arithmetic without much harm, but with AI, some abilities are worth keeping sharp.
You ask the assistant for a draft out of curiosity, then every time, then send it as is, until the day you no longer dare to work without it. This quiet drift is rarely dramatic, but it can take away your judgment, your creativity, and your joy of doing. This module helps you choose deliberately what you delegate and what you keep alive.
What you’ll take away
- the four stages of the drift toward skill atrophy, from simple curiosity to loss of autonomy
- three reasons to keep control: joy of doing, creative and critical thinking, and embodied knowledge
- exercises to stay sharp: think on your own first, seek out counterarguments, and unplug regularly
Who it’s for
Anyone who delegates part of their work to AI and wants to keep their judgment and autonomy.
Learning objectives
- Distinguish the skills that can waste away without consequence from those you must keep cultivating.
- Recognize the four stages through which dependence on AI sets in, from experimentation to loss of autonomy.
- Identify the three reasons not to delegate to AI: the joy of doing, creative and critical thinking, and embodied knowledge.
- Adopt three concrete practices: think for yourself first, seek out counterarguments, and protect AI-free time.
How does this module work?
The steps of the Adaptive module.
- Self-assessmentOn nine dimensions, to gauge current habits and guide the practice.
- Expert videoA ~10 min video with three pauses for reflection.
- Practice scenariosThe first two scenarios chosen from the self-assessment, then sixteen more, optional. Every answer gets feedback: what it leads to, and one way to improve.
- Dated commitmentOne action to try, written by the learner or chosen from the suggestions.
- Memo to downloadKey takeaways, questions, commitment, personal notes, and checklists.
Duration: ~20 min. Excluding bonus practice scenarios and optional in-depth content.



