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This lecture covers the Halting Problem, exploring whether every problem can be solved by an algorithm, using a diagonalization argument to determine if a computer program halts for a given input. It also delves into efficiently determining the position of the smallest element in a list and the cashier's algorithm for returning the least number of coins for a given amount.