I highly doubt they spent weeks training on the toy example. More like five minutes, probably. Again, that the weights learned (quickly) for the toy example can also be set by hand is not surprising and is evidence of a good toy example. The paper’s main result is not the toy example, but the real experiments (for which I doubt you could hand-code the network weights).