Gradient Descent, by hand
Click anywhere on the surface to drop the ball, then hit Run. The loss is a stretched bowl L = ½(x² + 3y²), so the steep ydirection sets the stability limit. Nudge the learning rate up until the path flips from a smooth curve to a zig-zag to a blow-up.
iter 0 · loss - · x=-, y=-