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Navigating the vast amount of information available in an 'infinite library' poses challenges for learners. Traditional learning methods of reading all materials and attending lectures become unsustainable in such a vast resource pool. The explore-exploit problem in this context involves choosing between browsing the library, reading diverse materials, or focusing intensively on a single topic. While no foolproof method exists to optimize learning choices, adopting heuristics like starting with textbooks, using specific projects to drive learning efforts, and following recommendations from knowledgeable individuals can enhance learning outcomes.