A media management framework comprises an integrated architecture and online networking service for aggregating a user's various media files to enable a customized distribution of those media files. User media files are processed, archived, aggregated, and distributed for display in customized story streams. Additional media files are pulled from other sources, such as social media feeds and the public domain, to create a customized distribution and a comprehensive user experience centered on a user's media files based on specified user preferences. The customized distribution also includes modifying story streams based on learning of additional user preferences from continued user interaction and continuously grouping inference associations from one or more of activities, people, objects, times, dates, and locations.