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First, clarify the problem constraints and edge cases (e.g., single-character string, all same characters). Then, design a greedy algorithm that scans from left to right, replacing the first non-'a' character with 'a' if it's not the middle character in an odd-length palindrome; if all characters are 'a', change the last character to 'b'. Finally, prove correctness by showing the greedy choice yields the lexicographically smallest non-palindrome, and analyze time and space complexity.
Pro tip: Explicitly handle the edge case where the string consists entirely of 'a's (e.g., 'aaa') by changing the last character to 'b', and mention that for odd-length palindromes, changing the middle character keeps it a palindrome, so it must be avoided.
Ask about input size, character set, and whether the string is guaranteed to be a palindrome. Identify edge cases: length 1, all characters identical, and odd-length with middle character.
Scan from left to right. For each index i, if s[i] != 'a' and (n is even or i != n//2), change s[i] to 'a' and return. If no such index, change the last character to 'b' (if n>1) or return empty string (if n=1).
Argue that changing the earliest possible non-'a' to 'a' yields the lexicographically smallest string because 'a' is the smallest letter. Ensure the change does not produce a palindrome by avoiding the middle character in odd-length strings.
Time complexity is O(n) for a single scan, and space complexity is O(n) if creating a new string, or O(1) if modifying in place (with mutable input).
Write clean code with comments, and test with cases: 'abba' -> 'aaba', 'aaaa' -> 'aaab', 'a' -> '', 'aba' -> 'aaa'? Wait, 'aba' -> change middle? No, middle change keeps palindrome, so change first 'a'? Actually 'aba': indices 0 and 2 are 'a', index 1 is 'b' but middle, so cannot change. All non-middle are 'a', so change last to 'b' -> 'abb'? But 'abb' is not palindrome and lexicographically smallest? Compare with changing first to 'b' -> 'bba' which is larger. So 'abb' is correct. Test thoroughly.
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