The AmplifierPractice · In your field
Students and Academics: the framework in your world
For students, and the teachers and parents around them: the framework as it plays out in the book, and the one step that changes most in your world.
In brief
What Step 1 looks like here: Not "finish the assignment", but what you want to be able to do without help by the time you are finished with it. The grade is a shadow of the capacity; the end state is the capacity.
A second-year engineering student at NIT Surathkal has spent the semester using Cursor and ChatGPT for his assignments, getting good grades, and then a professor sets a mid-term with no laptops and no internet. He freezes. He sits in his hostel room for an hour and calls his cousin. "I don't know if I actually know any of this."
The advice that follows is not "stop using AI". It is three things. There are two questions you can ask any AI tool — do this for me and teach me how to do this — and they are not the same question; the amplifier student asks the second, uses AI as a tutor, and does the thinking themselves. Grades have become an unreliable signal of capacity, so build your own signal: a portfolio of four or five things you built and can defend line by line, because a transcript can be faked and a portfolio cannot. And once a week, do one assignment with no AI at all — pen, paper, brain, slower, worse output — to keep the muscle alive and know it is still there.
And one more thing, for him and not for the professionals: this is the best possible time to be where he is. He has four years before he has to be somebody specific. The people in trouble are the ones in their thirties who have to reinvent with mortgages. He gets to do it before he has built anything.
Read the full walkthrough in Chapter 10 of the book.
The full page for students
Every step, with what was decided and why.