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How AI text watermarking works: a visual guide
(declaude.org)
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this post was submitted on 14 Aug 2026
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Hmm, yes. I just thought about outside usage, somehow haven't thought about it as an inner LLM maintenance tool.
The article seemed to claim that some models allow outsiders to submit text for detection if I read it right. That seems like a decent way of doing it. If you "open source" the raw data, it means people can do things to try and get around it - same reason most websites don't reveal their anti-spam techniques.
That's still not very useful unless the test is for all AI models otherwise you have to manually submit the text to every AI companies detection system.
I see an opportunity for an AI test aggregator company that checks all of them for you at once.
Vibe-coding one seems more appropriate to me ;-)