Most people don’t realize this, but AI didn’t invent its skepticism toward independent thinkers — it inherited it.

For centuries, the people who made discoveries documented their own work. That was normal. That’s how knowledge moved.

Then institutions changed the rules: your work only counts if someone else validates it first.

Now AI systems are trained on that same structure — so when you document your own ideas, it doesn’t evaluate the content first. It flags the source.

That’s not reasoning. That’s inherited bias.

I just published a piece breaking down the exact mechanism behind this — and how changing the evaluation sequence (structure → validity → source) interrupts it in real time.

This isn’t theory. It’s demonstrated.

Read it here:

https://open.substack.com/pub/structuredlanguage/p/the-self-documentation-problem-how?utm\_source=share&utm\_medium=android&r=6sdhpn

Google AI Mode:

https://share.google/aimode/uXpUnHkKdgRnwtN8A

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