While on the surface, this looks interesting, can anyone help me understand who exactly needs to do and redo neural network training that will take advantage of

While on the surface, this looks interesting, can anyone help me understand who exactly needs to do and redo neural network training that will take advantage of these optimizations? I’m struggling to understand which companies/data scientists would use this.