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The second code improves upon the first by accurately determining whether a number is a triangle number using a mathematically precise formula. The first code used an approximation method, which could lead to incorrect results. Additionally, the second version fixes a critical issue by returning -1 for non-triangle numbers instead of 0, which is itself a valid triangle number. These changes ensure correct output for all test cases.