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  • AI: Using Genetic Algorithms and NetSpell to Solve Anagrams1/31/2007 7:30:34 AM. Remember the puzzles where you are given a jumble of letters and you have to unscramble a word? This article shows you how to use a genetic algorithm and NetSpell, an open source spell checker, to solve these anagram puzzles.