A distilled model is a more lightweight version of a full model which can run in fewer steps at slightly reduced quality.

Z-image-turbo is a distilled model, and the full version of the model will be released soon.

This post is referring to someone attempting to somehow undo the distillation to make an approximation of the full model, I guess. Which is basically pointless because as I said, the actual full model will release soon.