The parent comment said that these types of behaviors are inherent to how LLMs work, and your response was to "ground them in facts". From what I can tell, this

The parent comment said that these types of behaviors are inherent to how LLMs work, and your response was to "ground them in facts". From what I can tell, this does not meaningfully change the original point the parent comment was making that the flaw is inherent; throwing a bunch of extra context at it to try to make it happen less often is useful, but it's still just a best-effort mitigation for the behavior, not somehow a way of literally changing the inherent nature of it.