New Roles Series

Learn the new AI-engineering roles the way they're actually done.

Evaluation, Search / RAG, and Agents — the roles every team is hiring for and few people can teach. Real numbers, a real case study in every chapter, and labs you run free. Not blog-post hand-waving.

Labs run free, no API key · One-time purchase · Learn online

Why it's different

It teaches. It doesn't summarize.

1

Real numbers, not names

Position bias isn't just defined — it's measured: 8/40 pairs flipped = 20%. You see the failure, then the fix.

2

A case study in every chapter

Each chapter opens with a real, named scenario — the mistake, the metric, the fix — and one company you follow across the whole book, from first demo to shipped system.

3

Labs you actually run

Start with seven free Python labs covering evaluation, retrieval, and agent stopping rules. All run offline, with no API key; the judge lab also offers an optional paid model mode. See the free labs on GitHub →

Evaluation labs · Search / RAG lab · Agent lab. Small, deterministic examples with regression checks; retrieval and agents use simulations.

4

Quizzes that test judgment

Scenario diagnosis, not recall — the way a real interview or design review would push you. Every answer explains the why.

The courses

Three roles. One method.

Each role comes in three editions — for working engineers, for students & new grads, and for managers & founders who buy but don't build. Same hands-on method, pitched to you.

New Roles Series

The AI Evaluation Engineer

Measure systems that don't give the same answer twice — the discipline behind shipping LLMs you can trust.

New Roles Series

The AI Search / RAG Engineer

Build retrieval that makes language models tell the truth about your own documents — and prove it with numbers.

  • EngineerWorking engineers Free ch → Book · soon
  • New-GradStudents & new grads Free ch → Book · soon
  • Manager & FounderBuyers, not builders Free ch → Book · soon
New Roles Series

The AI Agent Engineer

Build LLM agents that finish the task — reliably, cheaply, and without taking an action they can't take back.

  • EngineerWorking engineers Free ch → Book · soon
  • New-GradStudents & new grads Free ch → Book · soon
  • Manager & FounderBuyers, not builders Free ch → Book · soon

Read any Chapter 1 free right now — no signup. All three AI Evaluation Engineer editions are available now; the RAG and Agent courses are on their way.

Want the whole thing?

The free chapters are open above — no email needed. If you'd like the complete course as a PDF and a heads-up the day checkout opens, drop your email. That's the only time we'll write.