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This paper shows the stage of development of a Service Oriented Architecture for Evolutionary Algorithms and the first results obtained in two different areas. The abstract architecture is presented, with its assocciated implementation using a widely used technology. Results attained in experiments with parameter adaptation in distributed heterogeneous machines are presented and the usage of the architecture in Evolutionary Art is also applied.