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Hi!
This part of the game is a little random, that's true, just because we add a real machine learning inside the game. But you can stabilize your model by tuning the model parameters.
Some hints: You can reduce the lidar area, by clicking on the lidar cells in the lidar window. Try to create more "sparse" observations. It will increase the learning ability of the model.
In the final part of the game (last 20%) I just end up doing random stuff rather than knowing what I'm actually doing.
It's a good game for sure for someone who likes programming like me, but made easy so it's not working tedious, also I got to learn quite a lot about neural nets. Keep up the good work!
What I did is turning off the side lidars, leaving only the top row, and I consistently get a profitable model. Oh and I always increase population to max.