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The book excerpts I see online tend to be mostly the exercises/problems and solutions...I was looking for the part where the text explains a new concept.

They do explain, but not in the way we are used to in our regular textbooks. AoPS teaches mostly through problem solving. They want YOU to figure out the way to arrive at the answer. If you do this, it is yours - you automatically understand why!