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The need of a structured framework for evolutionary computation has been acknowledged. In order to achieve this we designed a set of operational semantics and defined a “general form” of evolutionary computation. Our second approach towards a generalization was to study the relationship between different algorithms and the problems they solve from a performance standpoint. Lastly, we tried to analyze the convergence and complexity of evolutionary algorithms. This led to a set of computability results, the main one being that evolutionary computation is Turing-complete.