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Jako Heiberg

From DBase III+ to edge computing.
The journey continues.

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© 2026 Jako Heiberg · Cape Town, South Africa · UTC+2

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Learn How to Learn: The Real Superpower

The half-life of a specific technology is a few years. The skill of teaching yourself new ones lasts a whole career. Most beginners never deliberately practise it - and it is the one thing worth practising most.

June 12, 2026
5 min read
Technology

Here is a slightly uncomfortable fact about the career you are entering: most of what you learn in your first year will be partly obsolete by your fifth. Frameworks rise and fall. Tools get replaced. The hot library everyone must know today is a footnote in a decade. If your plan is to memorise a fixed body of knowledge and coast on it, software is the wrong career.

The developers who last are not the ones who learned the most things. They are the ones who got very, very good at learning things. This is the actual superpower, and almost nobody practises it deliberately. Let us fix that.

Escape tutorial hell

There is a trap that swallows enormous numbers of beginners, and it has a name: tutorial hell. It looks like progress. You finish a video course, feel great, and immediately start another. You complete a dozen tutorials, each one following along as a confident instructor builds a to-do app, and you understand every step as they do it. Then you sit down to build something on your own, stare at the blank editor, and realise you cannot write a single line without being told what to type.

That is tutorial hell. You were not learning to program; you were learning to watch someone program, which is a completely different and nearly useless skill. Following along feels like understanding, but understanding only actually forms when you struggle to produce something yourself, get stuck, and fight your way out.

The escape is brutal in its simplicity: build things that no tutorial covers. The moment a course ends, before starting another, take what it taught and build something slightly different with it. Change the project. Add a feature the tutorial never mentioned. Break it and fix it. The discomfort you feel when the instructor is no longer holding your hand is not a sign you are not ready. It is the exact sensation of learning happening.

Consume less, produce more

A good ratio for a beginner is roughly one part consuming - reading, watching, courses - to three parts producing. Most people invert it, because consuming is comfortable and producing is frightening. Watching a video costs nothing emotionally; writing code that refuses to work makes you feel stupid. So people hide in consumption and call it studying.

Flip the ratio deliberately. Learn just enough to attempt the thing, then attempt the thing, and go back to learning only when you hit a specific wall. Learning driven by a concrete problem you are actually stuck on sticks in the brain in a way that learning "in case you need it someday" never does. You will remember the thing you fought for. You will forget the thing you passively absorbed.

Read the manual - properly

Beginners treat official documentation like a foreign-language legal contract and flee to a video instead. This is backwards. Learning to read documentation - the official docs for your language, your framework, your tools - is one of the highest-leverage skills you can build, because the docs are the primary source. They are more accurate, more complete, and more current than any third-party tutorial, which is by definition someone's simplified interpretation of the docs.

Yes, they can be dense at first. That is a skill issue, and it fades fast with practice. Deliberately choose the documentation over the video sometimes, even when the video would be easier, precisely because the ability to sit with a dense primary source and extract what you need is a professional-grade skill that most of your peers will never build.

Read other people's code

You learn to write by reading, and code is no exception. Find a real, well-regarded open-source project in your language and just read it. You will understand perhaps a third of it at first, and that is fine - the point is exposure to how experienced people structure things, name things, and solve problems you have not yet met. Over months, that third becomes a half, then most of it. You are absorbing taste and patterns that no tutorial teaches explicitly because their authors internalised them long ago and forgot they were ever unusual.

Use AI as a tutor, not an oracle

An AI assistant is the most patient teacher you will ever have. It will explain the same concept five different ways at three in the morning without sighing. Ask it why, relentlessly. Why did this error happen? Why is this approach slower? Why would a professional write it differently? Ask it to quiz you. Ask it to critique code you wrote yourself.

The line you must not cross is asking it to do the thinking you are supposed to be learning to do. If it writes the solution and you paste it in without understanding it, you have learned nothing except how to feel productive while stagnating. The test is simple: could you rebuild this from scratch, alone, tomorrow? If yes, the AI helped you learn. If no, it just did your homework, and the bill comes due at your first job.

Learning how to learn is not a phase you complete before the "real" work. It is the real work, the one skill you will use every single day for forty years. Get good at it and everything else in this series gets easier. Next, we put it to use - by building things.

Jako Heiberg

Software developer with 40+ years of building things that work. Full-stack, FastAPI, React. Based in Cape Town, working remotely, worldwide.

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