Though I understand why you are scraping the youtube video's of streamers especially to better plan ahead, my feeling is that it also makes this lose a bit of the AI experiment part as now it's more and more being influenced by what people (including yourself) think. In the beginning of the season you also looked only a few gameweeks ahead, calculated the match difficulties and made transfers based on that which helped picking differentials like that. I loved it when it for example went "off template" with choosing Szoboszlai earlier in the season, that is more the content I was hoping to see when I started watching the channel in the beginning of the season to let me think more about the different possibilities I might have missed. In my modest opinion (perhaps for next season) I feel like it is more "AI FPL" to let AI do all the work with the entire schedule uploaded and updated weekly with PlanetFPL's expected blanks/doubles and see how he navigates that, chips included.

This is really enjoable 😂, I want to learn this Python language.

Why was your opening question about which defender to get? Do you not trust your AI to determine whether the best transfer is for a defender or a forward (e.g. instead of Darwin?)

wonder why it hasnt suggested using free hit with lots of blank games