These tips are for players who are already familiar with solving the puzzles. For speedrunning, ease of setup is the most important factor. The Full Scrooge Run requires almost all missions Gold Star.

Rosenblatt Perceptron: 29% error rate or 30% error rate is fine. Beware that training will have the 32% error rate appear twice so wait for the second time before stopping training. Text Recognition: 29% error rate = 37.1 seconds. 20% error rate = 38.3 seconds. 32% error rate = 43.1 seconds. 30% error rate = 37.5 seconds. Genetic Algorithm: Evolve this twice to get 45% error rate. Chess Bot: 52% error rate = 12.8 seconds. 9% error rate = 12.4 seconds. Prediction of Winnings: You do not need to use a Trash Can. Use the following connections. Genetic1:Top|None|Bottom Genetic2:Bottom|Bottom|None. Perceptrons: 27% error rate is acceptable. Classification of viruses: 21% error rate is the lowest acceptable but this will fail error control and will require 2 colour perceptrons. Error Control: You only need one colour perceptron or two 21% error rate Colour Perceptrons. Recommendation System: You do not need to use a Trash Can. 27% error rate Shape Perceptrons and a 21% error rate Colour Perceptron is acceptable. RNN: Requires a maximum of 34% error rate which takes about 8 seconds of training. Rorex Company: ARMA must be 3% error rate or the chance to finish the final mission will be random.