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Why generative AI isn’t really intelligent

September 25, 2025

People often think of generative AI tools like ChatGPT as “intelligent.” At first glance, it feels true. The answers are fast, convincing, and often sound smart. But here’s the reality: these systems don’t actually understand anything. They don’t make choices, form opinions, or check facts. Instead, they predict the next word based on patterns in huge amounts of data.

People often think of generative AI tools like ChatGPT as “intelligent.” At first glance, it feels true. The answers are fast, convincing, and often sound smart. But here’s the reality: these systems don’t actually understand anything. They don’t make choices, form opinions, or check facts. Instead, they predict the next word based on patterns in huge amounts of data.

How generative AI really works

Generative AI is built on a simple idea: prediction. It doesn’t “know” things the way people do. When you ask a question, the model looks at your words and tries to guess what word is most likely to come next. That’s it. The result can look intelligent, but under the surface, it’s just statistics.

Think of it like when you type on your phone and it suggests the next word. Your phone doesn't understand what you are trying to say, it just calculates what word is most likely to follow. Tools such as Chat GPT work in a similar way, bur on a much larger scale. Instead of guessing one or two words, AI tools can generate full sentences and entire paragraphs that sound fluent and well-written.


The problem with facts

Because AI doesn’t check information against reality, it can easily produce mistakes. These are often called hallucinations. The tool can write a confident answer that looks true, and sometimes even attach fake sources, but it isn’t. If you don’t fact-check with reliable references, you might walk away with wrong information that sounds convincing.

This tends to happen more often when the topic is very specific, niche, or less common in the data the AI was trained on. In those cases, the system is more likely to “fill in the gaps” with something that simply sounds right.


Numbers show the weakness

A simple way to see these limits is with numbers. For example, if you ask ChatGPT to write a text with exactly 300 characters, it will often fail. That’s because the model doesn’t really count, and as stated previously, it doesn't truly understand what they themselves are saying. It only guesses how texts of that length usually look. The same goes for math: sometimes it gets the right answer, but often it makes mistakes.


Why this matters

Generative AI is powerful, but it’s not a truth machine. It can help with writing, brainstorming, and speeding up work. But it should never be trusted blindly. Human judgment, fact-checking, and critical thinking are always needed.


Personally, I like to see AI tools as a kind of partner I can share ideas with and get quick feedback from. But let’s be real—it sometimes produces complete nonsense. And if you don’t question it, you risk treating that nonsense as fact.


Conclusion

Generative AI may sound smart, but sounding smart is not the same as being smart. It’s a tool built on prediction, not understanding. The better we know its limits, the better we can use it.

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