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It's not ML, according to an update to the article at the very end:

> Correction January 29, 10:30pm: This story originally stated that TrickURI uses machine learning to parse URL samples and test warnings for suspicious URLs. It has been updated to reflect that the tool instead assess whether software displays URLs accurately and consistently.

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