Articles by Vitaliy Shvets
Microlearning for Developers
How to learn if you don’t have time or enough focus for books or long courses? The most effective approach is to master one concept at a time, with each course aimed at solving a single specific task. Microlearning for developers isn't a full course cut into shorter clips. It's a different selection rule: keep only what the goal depends on, drop the rest entirely.
Advanced backend roadmap
An advanced backend engineer roadmap is the set of skills you build after you can already ship a working service — the ones that matter once real traffic, real data volume, and real incidents enter the picture. A beginner roadmap ends at "deploy an API with auth and a database."
DevOps Learning Path 2026: From Docker to Kubernetes
DevOps is a toolchain, not a single skill. Here's the order to learn it in 2026 — Linux, Docker, CI/CD, Kubernetes, cloud — without drowning in tutorials.
How to Learn React in 2026: A Personalized Path
React is easier to learn when the path starts from what you already understand. Here's a 2026 plan that skips the basics you know and gets you building.
Frontend Developer Roadmap 2026: A Step-by-Step Path
A frontend roadmap only helps if it starts where you are. Here's the 2026 path from fundamentals to production React — and how to skip what you already know.
Can You Learn to Code Without a Bootcamp?
You can learn to code without a bootcamp — if you replace what one actually provides. Here's a self-taught plan that rebuilds the structure, feedback, and projects you'd be paying for.
Coding Bootcamp Alternative: Learn Faster for Less
A coding bootcamp alternative doesn't mean learning alone with no plan. Here's how self-taught and adaptive paths compare to a bootcamp on cost, time, and depth.
What Is an AI Tutor — and Can It Teach You to Code?
An AI tutor for programming can explain, review, and quiz you instantly — but it isn't a human mentor. Here's what it actually teaches, and where it still falls short.
AI Roadmap Generators: Do They Actually Work?
An AI roadmap generator promises a learning path built around you. Here's where that holds up, where generic ones fall apart, and how to tell the difference.
AI Lesson Generation: How Adaptive Lessons Are Built
An AI lesson generator builds one lesson at a time around what you already know. Here's how a single adaptive lesson is assembled — and where it still needs a human check.
What Is an AI Course Generator? How It Works
An AI course generator turns a topic or skill gap into an ordered course built for you. Here's how it goes from input to adaptive lessons — and what it still can't do.
System Design Interview Prep: A 2026 Checklist
System design interview prep works best as a checklist, not a binge. Here's the structured path — requirements, estimation, scaling, caching, and tradeoffs — plus how to practice each.