1. A method of discovering problems in an application executing on a computing environment, the method performed by one or more processors, comprising: retrieving runtime execution information from an application executing on one or more computers; transforming the runtime information into a temporal sequence of events; determining that the temporal sequence of events is associated with a proven problem by comparing the temporal sequence of events with a database of historical problems; searching a knowledgebase for a dialog that has nodes in an order that match the temporal sequence of events according to a threshold degree; responsive to finding the dialog in the knowledgebase, launching the dialog on a user interface to interact with a user and guide the user through a problem identification and solution; and responsive to not finding the dialog, enabling additional instrumenter in the application executing on one or more computers to retrieve additional runtime execution information.