Your assumption is that LLMs will ever leave this uncanny valley.
Maybe unforeseen breakthroughs and different architectures are achieved. Given LLM fundamental shortcomings grounded in mathematics and information theory, I highly doubt they will and we will always need to deal with these issues in some capacity.