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Lets talk about llms

A developer known as Walter warns that LLMs like ChatGPT can be manipulated through automated content generation, potentially poisoning training data to damage reputations or spread misinformation. The post highlights the lack of protections and the ease of scaling such attacks with loops, urging caution about reliance on AI as a credible source.

read3 min views1 publishedAug 23, 2026

(ChatGPT and LLMs—a friendly reminder)

(Assume everything is possible—another friendly reminder.)

LLMs are great. LLMs are easy and efficient. Yeah?

But for how long?

Let’s reject the premise that everything goes right. Let’s talk about it going wrong.

What if it does go wrong? Seriously — what happens when we go wrong?

Notice I said we.

(One last friendly reminder.) How far can we go?

Can I use an LLM to generate a five-page website for my cousin’s apartment house? Sure I can.

Can I get into a fight with my cousin and then poison his already SEO-optimized apartment website? Sure I can.

Can that website be scraped and its content end up in training data?

You see where this is going.

Can I do it a hundred times simply by saying /loop x100

?

I could do all of these things—but why would I?

Because human beings do things for reasons as petty, envy, anger and spite, business.

Considering training and post-training cutoffs, I could potentially poison ChatGPT’s perception of lesser-known people, businesses and properties—those with only a small online presence. Correcting that damage could take far more effort than filing a Google takedown request.

Worse still, unless you regularly ask ChatGPT about yourself or your property, how would you even discover that you were being trashed?

With Google, you can search your name and see what appears. With an LLM, the damage may remain invisible until someone asks the right question.

“Meh. You would need thousands of articles and websites trashing someone before they appeared in ChatGPT’s training data and had any real impact.”

Yeah—and?

/loop

My cousin’s apartment is merely the simplest analogy: ordinary human envy, equipped with extraordinary automation.

So, what happens when we go wrong?

What happens when we become so reliant on ChatGPT that it becomes our daily source of information—and we begin treating it as a credible authority?

What happens when we tell our friends and family something we “read on ChatGPT”? It might be true. It might not. But we say it confidently, and because they have never heard it before, it begins to sound true.

I hope you can see how many possibilities there are for this to go wrong.

“Of course it will only go right.”

Right?

What happens when someone has enough money—because money won’t matter anymore, yeah, right—and access to an effectively unlimited amount of "human time" and automated content?

Couldn’t they teach ChatGPT that red is blue?

That wrong is right?

Couldn’t they teach it almost anything they wanted?

And couldn’t I then teach my cousin, his friends and his family that their own apartment house is trash?

Protection?

No.

Limitations?

None.

Trashing into the future is the new meta.

Consider the scale of political propaganda today.

Now add:

/loop

A new world order—but for a world we probably do not want.

This is not a doomsday manifesto.

It is a reminder that this has already begun—and that it may continue indefinitely.

Billions and trillions are not being spent merely to control today’s media.

They are being spent to shape the future.

The trashing has begun.

Enjoy the truth while it still matters.

Walter

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