For the part, I do believe there is a way to gain the "eyes of experience" without spending the years, just not sure exactly how.

Comments URL: https://news.ycombinator.com/item?id=49357257

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I think when people say software engineering, they confuse the high level designs (server, caching, db, etc. generally interaction constraints) and the lower level designs (modules, abstractions, classes, data structure design). There is a lot of content on the former but really few on the latter - which is some people cannot write new code, but can work on existing systems fine. Two main problems is 1. How to break down the problem at hand and 2. Organizing data into abstractions, and often creating new ones.

For (1) the advice everyone resorts to is "just do more" and rely on pattern recognition, because you can't really break down a thing you haven't seen nor can relate to what you've seen before. But there is [A Framework for Decomposition in Computational Thinking](https://www.researchgate.net/publication/334579725_A_Framewo...) that's the best attempt at it so far in my opinion. Some other approaches involve observation from ideal user flow and software ideal behaviour, or UI wireframing to see what elements should be there.

For (2), this also has the problem of organizing (which code goes into which file, which function does this belong to) and naming. For organizing data, I will recommend [The Many Forms of a Single Fact](https://www.bkent.net/Doc/manyform.htm) and the first chapter of [Data and Reality](https://cmpct.info/~calvin/Papers/Data%20and%20Reality.pdf) to see how impossible it is to create exactly correct representations in code. In areas that's entirely inside the box (e.g graphics) people don't often deal with messy representations of real world domains, but in business software they will do much more.

On the naming side, the first chapter of [Elements of Clojure](https://elementsofclojure.com/) was a really good attempt, making me realize it is way deeper into philosophy than anyone would like to wander in.

That said, the way software engineering discussion has been so far is very much influenced by the programming languages of the time (see Java), and so my recommendation is to try to learn concepts of organization independently, and see what its workaround is in your active language (e.g algebraic data type is sometimes useful, and people try to do it with sealed classes in Kotlin or interfaces in TypeScript). Once you have a good grasp of one tool (with all their warts, they all have pains), you'll find the capability to experiment.