There is a difference between completing a programming tutorial and learning how to build software.
Tutorials are useful. They introduce syntax, frameworks, patterns, and tools in a controlled environment.
The problem starts when a learner becomes dependent on that environment.
A tutorial tells you what to build next. Real software does not.
In a real project, requirements may be incomplete. You have to decide how to structure the code. Something will break. Documentation will be unclear. A dependency will behave differently than expected. You will discover that your first implementation was the wrong one.
That uncertainty is where much of the real learning happens.
Build instead of follow
A useful learning project needs more than a final screenshot. It needs a sequence of meaningful problems.
Build authentication instead of watching a video about authentication. Implement a database query instead of copying one from a tutorial. Add validation. Break it. Debug it. Write a test. Make it fail. Fix the implementation. Refactor something you wrote last week after discovering that the design does not scale.
These experiences create knowledge that is much harder to forget because the learner had to make decisions.
AI makes this even more important. If an AI can generate a complete project in minutes, the value of another "build this app with me" tutorial decreases.
The valuable educational artifact becomes the problem itself: requirements, constraints, trade-offs, tests, failures, decisions.
Task-based learning
This is why task-based learning works well for programming.
A project can be divided into small units, but each unit should represent a real engineering problem. The learner should know what success looks like without being handed the implementation.
Then progress becomes measurable.
Instead of "I watched three hours of React tutorials," you can say: I implemented the feature. I wrote the test. I fixed the bug. I reviewed the diff. I understand why the solution works.
That is a much stronger definition of progress.
The best programming projects are not necessarily the biggest ones. They are the ones that force you to think.
A 20-task project where every task requires a real decision can teach more than a 200-page tutorial where every line is predetermined.
The objective is not to finish more projects. It is to become capable of building the next one without someone holding your hand.