In various embodiments, a method for processing a request made by a requester is provided. The method may include receiving at least one request from at least one requester, the request being in the form of natural language; analyzing the request with an agent; selecting at least one form based on analyzing the request; permitting a service agent to perform at least one step in association with the request; executing at least one update based on at least one form; and, forwarding information regarding processing of the request to a learning module operatively associated with the agent.

 
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> Machine learning system and method comprising segregator convergence and recognition components to determine the existence of possible tagging data trends and identify that predetermined convergence criteria have been met or establish criteria for taxonomy purpose then recognize items based on an aggregate of user tagging behavior

> System and method for performing non-linear constrained optimization with a genetic algorithm
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