I wrote the book called Indispensable: A Student's Guide for Thriving in the Age of AI. It has AI in the title. It has a chapter with "AI Tools" in the heading. The cover looks like it belongs on a shelf next to something with a circuit board on it.
So people keep introducing it as "the AI book for students." A few have even called it “a textbook for the AI age.” One well-meaning professor asked whether it was "technical enough for our computer science track."
Out of curiosity, I ran the numbers on my own manuscript of seventy-two thousand words and ten chapters.
About nine thousand of those words — roughly 13 percent — actually teach a student how to use AI.
And almost all of that is concentrated in a single chapter. Chapter 6. One chapter out of ten.
If you buy my book expecting a prompt-engineering manual, I owe you an apology and a refund.
If you buy it because you want to know what to do in high school or college because the age of AI has arrived, you bought the right book. And I'd like to explain why the math came out that way.
Three different things people mean when they say "AI content"
Here's the thing nobody untangles, which is why the confusion happens in the first place.
When you flip through my book, the capital letters A and I show up frequently together. In fact, AI appears exactly 1,002 times (not including citations and the glossary). But they're doing three completely different jobs:
AI as a tool — How to prompt it. When to trust the output and when to verify it. How to use it on a problem set without turning your brain into a warm puddle. How to disclose your use to a professor. What happens to your mental health when you start treating a chatbot like a friend. That's Chapter 6. That's 13 percent.
AI as a subject — Should you start an AI club? Is an AI internship worth more than a traditional one? What should you ask an admissions officer about how the school is handling AI? That's a lot of Chapters 3, 4, and 7 — and it isn't about using AI at all. It's about navigating a world that's reorganizing itself around AI.
AI as a force — Investment banks where AI drafts 95 percent of an IPO filing. The Big Four deploying hundreds of AI agents like virtual employees. Thirty percent of Microsoft's code written by machines. Entry-level roles that quietly stopped being posted on Indeed or Handshake. That's Chapters 1, 2, and 8 — and it's the largest section of the book.
Only the first one is "how to use AI." The other two are the reason the first one matters.
Why I didn't write the prompt-engineering book
I could have. It would have been much easier to write, easier to sell, and completely useless in eighteen months.
The tricks people were trading in 2023 — the elaborate role-play preambles, the "think step by step" incantations, the chain-of-thought scaffolding — mostly got absorbed into the models themselves. The tools got better at understanding what you meant, which made the ritual of massive context dumping unnecessary. That trend is going to continue.
Writing a book about how to prompt today's models would be like writing a career guide in 1996 built entirely around how to use AltaVista (you’ll have to look it up or ask your parents). Technically accurate, but strategically worthless.
So what's the other 87 percent?
The advice without the expiration date of food in your fridge:
How to pick a college when the rankings measure things that no longer predict anything
How to choose a major when the "safe" majors aren't safe and the "useless" ones aren't useless
How to do fewer extracurriculars and actually care about them, instead of collecting them like Pokémon cards
How to build a portfolio of real work while you're still in school
How to create your own internship when nobody will give you one
How to network if you're an introvert who breaks out in hives at career fairs
How to tell a compelling story about what you've done
And underneath all of it: how to become the kind of person who can formulate a problem worth solving, communicate across disciplines, sit comfortably in ambiguity, and earn the trust of other human beings.
None of that is AI advice, but all of it is advice for the age of AI.
The real opportunities appear when you stop asking "how do I use this tool?" and start asking "what am I for, once everyone has this tool?"
That's a harder question. But answering it will be very empowering.
A word to parents
Two things I hear constantly, and both of them worry me.
The first: "Oh, he's fine with AI — he's been using ChatGPT since ninth grade." That's not a qualification. That's like saying your kid is ready for a career in journalism because he’s a news junkie. Just using AI is not a skill. Using it well, in service of actually learning something, while building capabilities the machine doesn't have — that's a skill, and most students are not building that skill. Many are doing the opposite.
The second: "She refuses to touch it. She wants to do her own work." I understand the impulse, and I truly respect the integrity behind it. But abstinence is not a strategy. She'll graduate into workplaces where refusing to use AI reads the way refusing to use a search engine would have read in 2000 or a PC in 1990.
The correct posture is somewhere in the messy middle. And it's uncomfortable. It requires judgment — which is exactly why it takes a whole book to explain and not a tip sheet on Instagram.
What this book actually is
Indispensable is a student’s career strategy book for the four to eight years before the job hunt that will happen in the age of AI.
It's not a textbook. It's not technical. There isn't a line of code in it. Your student will not learn to fine-tune a model, and if that's what they need, there are better resources. I'll happily point you to them.
What they will get is an honest accounting of what's happening to the first rung of the career ladder, and a plan for what to do about it — starting in ninth grade, or freshman year of college, or three months before graduation, depending on where they're standing right now.
Chapter 6 matters. Read it twice. Cognitive offloading is real, academic integrity policies are a mess, and the mental health stuff is the part that keeps me up writing at midnight.
But if Chapter 6 is the only chapter you read, you missed the book.
The tools will keep changing. Learn them. Use them. Stay current. Don't get sentimental about any of them. Darwin taught us that adaptation is key to survival.
Then go build the parts of yourself that no tool can replace.
That's the 87 percent.