This looks more likely to affect Celestial AI, so indirectly, POET, in the future.
This early stage leap forward stuff is a long way off. When it becomes relevant, POET will have something to work with it.
It will take a lot to dislodge NVIDIA and the others in that space. There is so much money in their hands, this kind of thing will get bought up or licensed if it is all that.