31 Experts

Practical knowledge.Real progress.A brighter you.

Real expertise. Real results.

AI

A 31-day playbookto ship useful AI

  • 31 Pro Tips
  • 31 Missions
  • Expert Insights
  • Final Test

Learn → Apply → Test → Improve

01

Write the job as a contract

08

Collect twenty ugly examples

15

Score before you tune

Preview interiors

Special Edition

31 Experts : AI

31 days to specify, evaluate and ship useful AI

Topic · AI

Expert #31 Rafael Ortega

4.5 (2)

Leave with a task contract, an eval set and a system you can defend.

$31

$31 · about $1 a day for 31 days

Get the book
Format
paperback
Language
en / es
Pages
208
Published
August 2026

Why this book?

Most AI disappointment is a specification failure wearing a model’s face. This book trains the unglamorous skills: writing the job, collecting examples, scoring outputs, and refusing magic language.

What you’ll get

  • 30 insights with exercises you can run on real work.
  • Special Edition by Rafael Ortega, including The Top 10.
  • A one-page eval sheet you can copy.

Expert #31

Rafael Ortega

Meet Expert #31

Rafael Ortega

Artificial Intelligence

Rafael designs AI workflows for product teams that cannot afford theatre. He has shipped evaluation harnesses, retrieval systems and internal copilots for companies that needed the work to survive a Monday standup. 31 Experts selected him for a rare combination: technical literacy and contempt for magic language.

Rafael Ortega

The 30 Insights

  1. 01

    Write the job as a contract

    Inputs, outputs, constraints, failures. If any is missing, you are prompting in the dark.

  2. 08

    Collect twenty ugly examples

    Demos use clean text. Production uses whatever people typed.

  3. 15

    Score before you tune

    A rubric turns arguments into measurements.

  4. 22

    One variable at a time

    If you change the model, the prompt and the data together, you learn nothing.

  5. 30

    Name a human owner

    Supervision is a role, not a vibe.

The Top 10

Inside this Special Edition, Expert #31 answers these ten questions. That interview is one of the most valuable parts of the book — so the answers stay in the book.

  1. 01

    If you could give just one piece of advice to someone starting out in this discipline, what would it be?

  2. 02

    What was the biggest challenge you faced in your career, and how did you overcome it?

  3. 03

    What is the most important “Never do this…” rule in your discipline?

  4. 04

    Who inspired or mentored you, and what did you learn from them?

  5. 05

    What is the biggest discovery you wish you had known on day one?

  6. 06

    What do outsiders consistently misunderstand about your discipline?

  7. 07

    What decision looked small at the time but changed everything?

  8. 08

    What skill outside your discipline has contributed most to your success?

  9. 09

    What belief did you hold when you started that you no longer believe today?

  10. 10

    When your career is remembered, what do you hope people say you stood for?

We show the questions so you know what you will find inside. We do not publish the answers here.

What readers will learn

  • How to write a task a model can complete.
  • How to evaluate without a research lab.
  • When not to use a model at all.

Reviews

4.5 (2)

“We cancelled a chatbot and shipped a classifier. That was the win.”

L. Park, product manager

“Clear on specification and evals. It refuses magic language, which is the point.”

Editorial desk

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FAQ

What is a Special Edition?
A Standard Edition is 30 curated insights and can ship before Expert #31 is secured. A Special Edition adds About the Expert and The Top 10. The Expert’s Playbook is optional.
How long does it take to read?
The format is built for 31 days: one idea a day, with a task attached. You can also read it in a sitting.
What formats are available?
Paperback is the standard object. Ebook follows. Audiobook and signed copies appear when the edition supports them.

31 Experts : AI

Leave with a task contract, an eval set and a system you can defend.

Get the book