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Why Copying Other People's Prompts Doesn't Work

◷ 4 min read 1/31/2026

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Read this article: https://vibecode.morecil.ru/en/arhiv/%D0%BF%D0%BE%D1%87%D0%B5%D0%BC%D1%83-%D0%BA%D0%BE%D0%BF%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5-%D1%87%D1%83%D0%B6%D0%B8%D1%85-%D0%BF%D1%80%D0%BE%D0%BC%D0%BF%D1%82%D0%BE%D0%B2-%D0%BD%D0%B5-%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%B0%D0%B5%D1%82/ Work in my current project context. Create an implementation plan for this stack: 1) what to change 2) which files to edit 3) risks and typical mistakes 4) how to verify everything works If there are options, provide "quick" and "production-ready".
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**In short, the other person’s prompt doesn’t take into account your task, your context, or your level of understanding. It can work once, but almost never produces a sustainable result and quickly leads to disappointment.


Where does it usually start

At some point, you find the perfect prompt. He is praised, shared, promised to do everything himself. You copy the whole thing, you paste it, you run it, and something really happens. AI responds confidently, beautifully, sometimes even usefully. It feels like there is a secret key.

There is hope that then you can simply collect such prompts and use them as buttons. One for bots, one for websites, one for architecture. The problem seems solved.

What happens next

A little time passes and the magic begins to fail. The same prompt in another problem gives a strange result. Sometimes he answers too generally, sometimes he goes the wrong way, sometimes he does something completely different than what you meant.

You start editing the text of the prompt, adding words, removing pieces, but the feeling of control does not appear. You seem to be saying the right thing and the AI doesn’t hear you. At some point, the idea arises that it is a model or that the “prompt is outdated”.

Where's the real problem

The problem is not the prompt or the model. The problem is that the prompt is not a spell. It's an extension of your thinking.

An alien prompt was written for a specific situation. A specific project, a specific level of understanding and a specific context. When you copy it, you copy the form, but not the meaning. The AI sees the text, but behind the text you don’t have the same picture in your head.

The result is a strange situation. You use words that seem to work, but you do not fully understand why they are there and what they should launch.

Why this is especially noticeable in vibcoding

In vibcoding, AI responds not only to text, but also to how consistently you think. When you copy someone else's prompt, the thought stops. You start in the middle of someone else’s reasoning without understanding how it came to this form.

In this case, AI behaves quite logically. He tries to guess what you mean and often guesses the wrong thing. It looks like a mistake, but it's actually a consequence of your own lack of understanding of the problem.

What works instead of copying

At some point, it becomes clear that it’s not about the “right words.” It's not the prompt that works, but the clarity in the head. When you know exactly what you want, the prompt becomes simple and short. Sometimes even awkwardly simple.

You stop looking for the magic formula and start just talking to the AI on the case. You say what's right now, what's going to happen and where exactly you're not sure. At this point, the AI begins to respond noticeably more accurately, even if the words look less “smart.”.

Why Your Prompts Are Always Better Than Others

Your prompt reflects your context. Your task, your level, your doubts. He may be clumsy, sloppy, and nothing like the “perfect examples” of the internet, but he’s honest. And honesty for AI works better than beautiful formulations.

Over time, you notice that you less and less need other people's templates. Not because you've become an expert, but because you've begun to understand how to frame your thoughts to a particular situation.