The focal plane is actually flat. Some lenses don't manage to achieve it perfectly, sometimes the sharp edges are farther away than the flat plane, sometimes closer, but lens designs generally try to be flat. (hence names like "planar", known for the flatness of it's plane)
You're likely never to find a lens where the area of sharp focus is equidistant from the sensor. If such a spherical equidistant field was the norm, there would be no difference between recomposing on a wide lens and tele lens. When thinking about focus and recompose, a flat plane of focus is the only geometry that allows you to make the proper compensations. (unless of course you know exactly how not-flat a specific lens is at a specific focal length and focus distance)
Thinking about this last night, the flat plane notion makes the most sense. Being one of the folks who was confused on plane of focus concept, please tell me if I have this right...
Hypothetically taking the design of the lens out of the equation, I would expect there to naturally be a sphere of focus. But it also seems to me that a sphere of focus is far less pragmatic than a plane of focus, since we tend to arrange our world in straight lines rather than circles and curves. So I would think that one important but difficult job of the lens is to try to flatten the focus space so we can take photos and have them be in focus for a majority of cases. (I.e. Its a plane because the lens tries to make it so.) And this is why it is considered a defect for a lens to have poor sharpness from corner to corner and why lenses that are sharp across the entire frame are expensive.
Do I have that right?
D7