Against Princess the bot loses every game, so every label is the same number and least squares has nothing to separate. More losses do not help: the problem is the variance, not the count. Seating the bot on both sides gives an even split by construction. The cost is the one plan/training.md names, so weights fitted this way are a starting point to re-measure against Princess, never a reported number.