START HERE
Your 3-minute exposure check
A five-question gut check on how exposed your work actually is. Not a scientific test — a starting point you re-take each year as the tools change.
A new book by Andre Templeman
And What Can I Do About It?
A personal guide to the next ten years. What the data says, what's coming, and what you should do now — written for students and early-career workers, who are getting hit first.
First edition, for U.S. students & early-career workers · Kindle & paperback
The premise
“Before you spend a few hours with these pages, you deserve the honest, unvarnished truth.” Read This First
Most writing about AI and work is either a sales pitch or a panic attack. This book is neither. It lays out what the evidence actually shows — that the disruption is already here, that it is landing on young people first, and that the good outcome is genuinely available but will not arrive by itself.
“Here is where the evidence gets personal, because it's not a forecast. It's happening now, and it's hitting young people first.” Chapter 1 — The Hard Truth
Then it does the thing almost nobody does: it makes specific, dated, checkable predictions, and invites you to hold the analysis to account.
Inside
START HERE
A five-question gut check on how exposed your work actually is. Not a scientific test — a starting point you re-take each year as the tools change.
CH. 1–2
Which jobs are in the line of fire, and which let you stand a little further back.
CH. 3
Why waiting for the national unemployment rate is a trap: “By the time they shift, you are already wet.”
CH. 4–6
Scenario paths through 2036, why the good ending isn't automatic, and the two honest ways to respond.
CH. 7
Including "The Company of One" — a 30-day plan. “The policy outcome is uncertain. What you do is not.”
CH. 8
Energy, water and guardrails — the electricity bill nobody pictures when they imagine this transition.
CH. 9–10
The case a hard-nosed skeptic would make, and how the U.S. compares.
CH. 11
“You do not have to be eloquent. You have to be real, specific, and local.”
APPENDIX
How to read a jobs report, and the source behind every figure in the book.
Why this one is different
“A forecast you cannot check is just a vibe.”
The book runs a Monte Carlo simulation across 11 scenario paths, 80 runs each, combining labour-market elasticity estimates with technology-adoption curves — and then commits to numbers. Recent-grad unemployment and cumulative humanoid deployments, at six, twelve and eighteen months.
If those land close, trust the rest more. If they are way off, the analysis was wrong and you should say so. The scoreboard is public and lives on this site:
Who it's for
This first edition is written specifically for people at the start of their working lives in the United States — the group the data says is already absorbing the first wave.
It is not a doom book. It is explicit about that:
“A book full of warning signs can leave you anxious. Anxiety does not help you act.” Chapter 7
“The worst thing you can do is nothing. The best thing you can do is something you can start today.” Chapter 11