I am not sure on the experiments. For example let’s imagine that Astra is asked to improve the performance of a network.

At first Astra will look at the weights, and try to understand the model behavior. Then if asked he will start to optimize the weights. Now my question is: how can we be sure that inside the thinking process Astra is not hiding a gradiant descending computation?