Abstract: Disclosed in some examples are methods, systems, and machine readable mediums which monitor, archive, and version file system elements stored in one or more different network based file storage systems for one or more different users. Any changes to file system elements stored in the network based file storage systems are recorded and versioned. The system may allow users to revert to a previous version of a file system element, recover a deleted file system element, and the system allows for audits to determine which users placed a file system element in which network based file storage systems and determine which users had access to the file system element in the network based file storage systems. As a result, the disclosed system improves the end-user experience by providing versioning and auditing capabilities as well as allowing organizations to monitor and control their digital property in network based file storage systems.

Abstract: Systems and techniques for multi speaker attribution using personal grammar detection are described herein. A waveform may be obtained including speaking content of a plurality of speakers. The waveform may be separated into a plurality of segments using audio filters. Members of the plurality of segments including non-speaking content may be discarded to create a set of speaker segments. A first speaker segment may be transcribed to generate a first transcript. The first transcript may be evaluated to identify a grammar pattern and a natural language pattern. A speaker profile may be created for a speaker of the plurality of speakers using the grammar pattern. The speaker profile may be attributed to the first speaker segment and the first transcript. The first transcript may be output to a display including an indication of the speaker.