LLM Shibboleths determine AI effectiveness

There are ecological niches of embedding space inhabited by different species, here a valley of noobs, there the mesa of gray beards. The natives are incomprehensible if you land in the wrong one. To travel between them you need incantations of the correct tokens.

This is Jonathan Swift's world, we just live in it.