The "hallucinations" problem feels to me like an inherent feature. For LLMs to have interesting output the temperature needs to be higher then zero. The whole system is interesting because it is probabilistic. "Hallucinations" (hate the word btw) are to LLMs as melting is to ice. There will be no 'meltless' ice because the melting is what makes it cold and useful.