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Illustrated Character Flow A complete request moves from reasoning through delivery and durable memory Illustrated Character Flow A complete request moves from reasoning through delivery and durable memory Character-driven request lifecycle draft query context request response retain persist AI AI Brain frames the request Operator sets the intent Search finds context Tool Kit performs work Data Bucket keeps it durable Memory records the learning Output delivers the result API connects services