It may be unfair to the LLM community to pick on them over their ignorance of Algorithmic Information as model selection criterion since this model selection criterion has been inexcusably ignored by the entirety if the natural sciences for over half a century. However, the time is getting short and if any community should be introspecting about its ethics and integrity regarding bias at this point, it is the community that should be most familiar with information processing and algorithms.

Consider this essay "tough love" as this community is driving us all into the abyss.