The book that doesn't expire. Live code, updated benchmarks, and a community of engineers who think — not just prompt.
30 chapters. 200+ pages. Every claim sourced. Every code example runs.
Scan QR codes inside the book to unlock companion resources.
Every code example opens in Google Colab. Click and run — zero setup.
Benchmarks, model rankings, salary data — updated weekly.
Interactive challenges that extend each chapter.
Discord with channels per chapter. Learn together.
Code, links, and exercises for book owners. Scan the QR code in your chapter.
Why everything you learn about AI models expires in 90 days — and what to learn instead.
How LLMs actually work. Pattern matching vs. reasoning. The LeCun bet.
RLHF, sycophancy, and why your AI assistant says "great idea" to bad ideas.
$67.4B in losses. Detection methods. Build your own hallucination detector.
Coming soon.
Coming SoonComing soon.
Coming SoonEngineers who think, not just prompt.
What changed in ML this week. New models, benchmarks, jobs — curated, no noise.
SubscribeComplete exercises, build projects, earn recognition. Top contributors get featured.
Launching SoonGo deeper. The book gives you foundations — courses give you mastery.
20 hours. From zero to understanding models, data, and deployment.
Coming Q2 202630 hours. The skill that separates amateurs from professionals.
Coming Q3 2026Resume, portfolio, mock interviews. Land your first ML role.
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Ilya Emelianov — author of "AI, Cognitive Inequality, and the Illusion of Progress" (Book I) and founder of evo-study.com, an education platform helping students worldwide enter top American schools and universities.
Technical consultant: Nikita, 17, olympiad programmer on the Yandex ML track.