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Indeed it is difficult to strike a balance. It is especially important to reward and be proud of, at least relatively, good plays and moves, as well as novelty. The former has shown to be more effective than the opposite, while the latter, imho, expands the 'branches' of our internal decision trees as it increases our toolbox.