Small annotation on the texts structure:

don’t know other principled ways to hill-climb on text artifacts, >> unlike for updating the weights of differentiable neural networks <<. [...] In this post, we share very early results that allow us to argue that the paradigm of reasoning-driven optimization is now coming >> even for differentiable neural networks. <<

-> Seems like a 'non' is missing at either or.