315 data poisoning exposure—viewed through an AI lens, the problem only gets bigger.



Models determine the ceiling, data determines the direction:
> Today's dirty data affects the content ecosystem.
> Tomorrow's dirty data might affect high-risk systems like healthcare, law, and defense.
> In these scenarios, failure isn't "performance drops a bit"—it's "consequences are unacceptable."

This is why Perle exists—not ordinary data annotation, but an AI trustworthy data layer.

The "dark side of the moon" in the next model narrative is trustworthy human data supply.

Investing in projects is investing in people:
> Scale AI has already validated this track.
> Founder Lucy Guo is Scale AI's co-founder; after Meta's acquisition, her equity was worth $1.3 billion—already financially free.
> Perle's team comes from this ecosystem, knows how to organize supply, control quality, and execute transactions.

Coinbase has already put $PRL on the roadmap:
> Trustworthy data is entering mainstream market pricing visibility.
> Perle is the leader in trustworthy data.
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