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GAs are not guaranteed to give you a valid solution to a problem, or even a solution at all. It depends alot on the evaluation method you use to rate each potential solution, and how much mutation is allowed. You might get a solution which is 99% valid but then it ends up in a kind of loop and never (or after millions of iterations) reaches a 100% good solution. /TwoD
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