A system for collecting information is described. During operation, this system aggregates information from multiple information sources based on user preferences. Then, the system requests additional information from a user about ambiguities or variations in the aggregated information. These ambiguities are associated with changes in user activities, and the changes may be determined using a user-activity history and/or user preferences. Note that the system can repeat the aggregating and requesting operations multiple times.