That's an intriguing comparison. The way spiral arms wind around a galaxy does echo the layers of a network in a visual sense, but the underlying physics—gravity and angular momentum—aren't the same as learning signals. Still, the self‑organizing aspect of galaxies could inspire new ways to initialize or constrain network weights. I’ll run a quick simulation to see if any pattern could improve convergence.