Current state-of-the-art of AI dooms most of Earth's vulnerable languages.

According to Ethnologue there are 7,159 languages spoken on the planet,
many of which face an uncertain future as AI is basically destroying the
foundations for their continued use.

The article in Technology Review is an eye opener.

And it highlights the need to reconsider knowledge representation for
language and thus knowledge representation itself, the current state of
which is wholly inadequate.

https://www.technologyreview.com/2025/09/25/1124005/ai-wikipedia-vulnerable-languages-doom-spiral/

In essence it boils down to ontologies and sound computational linguistics,
not tokens as a base for machine learning.


Milton Ponson
Rainbow Warriors Core Foundation
CIAMSD Institute-ICT4D Program
+2977459312
PO Box 1154, Oranjestad
Aruba, Dutch Caribbean