Understand AI.
Work with it. Build with it.
Structured AI education by Alexey Makarov. Short videos, clear explanations, and practical workflows.
Learning tracks
Structured paths through AI.
Each track turns short videos into a coherent learning journey.
intro
AI Basics
Understand what AI is and how it actually works
- ✓Explain how modern AI generates outputs in your own words
- ✓Understand what tokens, context windows, and prompts actually are
- ✓See why AI conversations behave the way they do — and how to work with it, not against it
Start learning
intro
AI for Knowledge Workers
Use AI as a professional skill, not a party trick
- ✓Write prompts that get reliable, structured results — not lottery tickets
- ✓Catch AI mistakes before they reach your work
- ✓Know which tasks to delegate to AI and which to keep in your hands
Start learning
intermediate
AI Enablement in Organizations
How organizations actually adopt AI — beyond tools and hype
- ✓Define a clear target state for AI adoption — what 'done' actually looks like for your organization
- ✓Understand why AI initiatives fail — and diagnose exactly which failure mode your organization is in
- ✓Build the leadership, governance, and operating model that makes AI adoption inevitable rather than accidental
Explore the track
Latest Videos
Latest published episodes — click any to watch and explore.
AI Enablement in Organizations
Notes on AI
Newsletter
Occasional updates, nothing more
When something genuinely worth your attention appears on the site — a new tool, a useful resource — I'll send one email. That's it.