Software Engineering

Explaining business logic and new language concepts

AI helps explain business logic plus unfamiliar Go concepts, syntax, and patterns so the developer can learn and translate existing logic into a new stack more quickly.

Why the human is still essential here

AI can explain and convert logic, but the developer must build real understanding themselves to solve novel problems and learn the technology properly.

How people use this

Codebase logic walkthrough

AI summarizes what a service, module, or function is doing so a developer can understand business rules before making changes.

GitHub Copilot / Cursor

Go syntax tutoring

AI explains unfamiliar Go syntax, idioms, and standard library usage while the developer ports features from another language.

ChatGPT / Claude

Cross-language pattern translation

AI compares how the same design pattern or implementation approach maps from JavaScript or TypeScript into Go.

Claude / ChatGPT

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LinkedIn

"AI will replace us all."

"AI will replace us all."

That's what most posts are saying right now.


But the reality is a bit different.


I use AI daily.


First with Cursor, then with Claude Code.


And I have to say: it gives a real boost for simple tasks.


It's useful for:

1.debugging (classic rubber duck debugging situation)

2.explaining business logic

3.speeding up my workflow — both on the code side and on unit tests


But this works because I know the fundamentals.

Frontend. JavaScript. TypeScript.


Recently, I tried something different:

porting a side project to Go, as a learning exercise.


I also used AI as a learning companion.


Asking it to explain Go concepts, syntax, and patterns I wasn't familiar with.


And here's what I noticed:

AI is strong at converting logic.


It's also decent at explaining things.


But without building the fundamentals myself, could I actually solve the problems that came up?


Not to mention - a lot of the generated code is potentially inefficient.


And without knowing Go, I wouldn't even spot it.


So yes, AI is powerful.


But only if you know the fundamentals of what you're doing.


You can use it to learn faster.


But you still have to do the learning.


Did you experience something similar?

SG
Stefano GardanoSenior Frontend Engineer
Mar 11, 2026