Oh, this gold rush has breathed new life into the old school Semantic guys.

Lord knows the DITA priesthood has been running low on rubes, so this new era is a godsend.

Re-coding all of your org's content into a verbose granular schema, that's what will fix these AI things. It's going to give your LLM superpowers! Semantic superpowers!

While everyone completely ignores the utter lack of coupling between the actual language and whatever nonsense is in the element / structure naming. Or the fact that every single thing has to go through some horrible 1990s era parser, which breaks constantly, and now everyone's shovelling the full markup into the very tiny confused mouth of the AI. Or that now everyone needs specialized software to display anything. Or the everything.

My dudes, the thing you're trying to do with this stuff is already done in the vectorizations. You can use math for a lot of it now, instead of someone hand coding "poplar" as "tree" in a totally flat tree structure.