How I Escaped Tutorial Hell (and AI Dependency), and How You Can Too

What tutorial hell actually is

Tutorial hell is the cycle of taking tutorial after tutorial without ever feeling ready to build something of your own. The instructor's code makes sense, you follow along fine, and the moment you face a blank VS Code window, you panic. You never actually internalised the skill of creating something from scratch, because everything was spoon-fed.

Why do so many people fall into it? Most of us grew up with classroom learning: listen, do assignments, pass the test. Coding does not work like that. There is no exam that hands you a developer job for scoring 90%. The real exam is whether you can build something that works, and the only way to pass it is by writing code. You learn to code by coding, the same way you learn to swim by getting in the water. A thousand hours of swimming videos will not make you a swimmer.

Tutorials are comfortable. They give structure, they hand-hold you through challenges, and finishing a module gives a little dopamine hit. It feels like progress. Often it is the illusion of progress. I was guilty of it: grinding from 8am to midnight, checking off lessons, applying almost none of it. Someone else was doing the hard thinking and planning. When that crutch disappears, you realise you never learned to stand on your own.

The fear underneath it

There is a deeper reason we stay. Building from scratch is scary. You might get stuck and never get unstuck, and discover you do not actually know how to do it. Tutorials protect your ego: if the project does not work, it is the tutorial's fault, not yours. Building your own removes that safety net.

But as indie hacker Pieter Levels has written about his own journey, doing something, even imperfectly, beats doing nothing. By doing nothing, you figure out exactly nothing. In coding, that means if you never write your own code, you learn nothing new. You have to try, screw up, drown a little, debug and learn from the bugs. That is where real learning happens.

And this applies to AI too. Copy-pasting AI output and hoping it works is today's version of coding along without understanding. Vibe coding is amazing for prototypes. But copying snippets you do not understand does not make you a developer, and the people who vibe-code their way somewhere real have also had to get stuck and work things out. In my experience mentoring beginners, nearly everyone hits this wall at some point. It is a sign of learning, and it is temporary. More on this in don't become dependent on AI.

My story: six months in, still unable to build

In 2019 I was working in corporate finance at a venture capital firm, and I quit to learn coding full time. Pretty crazy for a Malaysian fresh graduate. People asked what on earth I was doing. I started with Harvard's CS50 (excellent, by the way), did freeCodeCamp every day, watched endless tutorials, and locked myself in my room from 8am until midnight.

After about six months, which is a long time, reality hit. I still could not build anything from scratch. I could follow along and repeat what instructors did. I had dabbled in several languages. But when I started a project of my own, I froze, and everything I thought I knew evaporated.

It was the most demoralising period of my life. I wondered whether I was smart enough to be a programmer. Whenever coding got hard, I procrastinated by learning something else: UI/UX, digital marketing, data analytics. Finally, close to giving up, I said enough. In a real job nobody hands you a YouTube tutorial. If I was going to become a developer, I had to start acting like one, which meant building without a tutorial guiding me. If you have been here, read tried to learn coding and gave up.

The plan that broke the loop

In hindsight it was a very first-principles plan, with three parts.

What changed after that

There was no secret sauce, no undiscovered tutorial, no magic course. Just the boring truth: you learn by doing. Nobody can do your push-ups for you, and no tutorial can replace writing and running the code yourself.

So I switched to output-based learning. I set myself a challenge to build one small project every month, a to-do app, a personal blog, a simple game, anything, so I always had something to show. When I hit a concept I did not get, I searched for that specific explanation or asked a mentor instead of starting a whole new course. I also started a learning community, Hacker Collective, where self-learners met weekly, and found a more experienced developer who became my mentor and later my co-founder.

That community mattered as much as anything. Tutorials are one-way. I needed feedback and the ability to ask questions. I genuinely believe the curriculum is not the moat in learning to code; the support, the feedback and the people going through it with you are. Years later, when I interviewed over a hundred computer science graduates for roles, I was shocked how many could not build a simple application despite their degrees. Theory-first education creates tutorial-hell graduates too.

Five tactics to escape tutorial hell

1. Shift to project-based learning immediately. Do not wait to feel ready; you become ready by starting. After each concept, close the tutorial and implement it in a mini project. A good rule early on: for every hour you watch or read, spend at least an hour coding on your own. One of my first mini projects was simply recreating a tweet card in HTML and CSS while learning positioning. Our beginner coding projects list has plenty of ideas.

2. One stack, one project at a time. Variety is not your friend when you are stuck. For web, pick JavaScript. For data, pick Python. Both are good enough; do not spend ten hours deciding. Then choose one main project you genuinely care about, ideally one that scratches your own itch, as Basecamp's Jason Fried suggests. Put the blinkers on until it is done.

3. Learn just in time, not just in case. Tutorial hell is full of just-in-case learning you forget 90% of. When your project needs a login and you do not know how authentication works, that is the moment to learn sessions or JWTs, and use the official documentation. It sticks because you apply it immediately, and reading docs is itself a core developer skill.

4. Explain what you learned. After learning something, explain it simply, to a friend, an imaginary student or a rubber duck on your desk. If you cannot explain it simply, you have not grasped it yet. It exposes the holes in your understanding.

5. Get feedback from people. Join a Discord, a subreddit or a local meetup. Ask the "dumb" questions; as a beginner there are none. Explaining your problem to someone often solves it.

Embrace being stuck

I used to feel awful and incompetent whenever I got stuck. Now I see it differently: being stuck means I am about to learn something. Every bug you fix is a rep at the gym. It is uncomfortable and it makes you stronger.

Here is a reality check you can use: save your early projects and revisit them every three to six months. You will be shocked at how messy they look, and that is the point. It is objective proof you are improving.

This hands-on philosophy is exactly what Sigmaschool was built on: you build real projects from the start, mentors review your work, and you learn alongside a cohort with the same goal, using AI as a tool rather than a crutch. If you are stuck in tutorial hell right now, the fastest way out is to build something real with support. Our free trial gets you building in your first session, and the AI-Native Software Development Programme is the full 12-week path.