Work on the natural abstraction hypothesis as explained in this Alignment Forum post: Testing the Natural Abstraction Hypothesis.

Builds on the simple particle simulator by Peter Collinridge in written in pygame (blog posts, github) by adding in backpropation through the timesteps of the simulation.