Abstract: Disclosed are systems and methods for improving interactions with and between computers in content generating, searching, hosting and/or providing systems supported by or configured with personal computing devices, servers and/or platforms. The systems interact to identify and retrieve data within or across platforms, which can be used to improve the quality of data used in processing interactions between or among processors in such systems. The disclosed systems and methods provide systems and methods for automatic peer-to-peer level of activity information maintenance and sharing without centralization. The disclosed systems and methods a peer-to-peer level of activity sharing mechanism involving sharing level of activity counter update instructions for use in updating a number of level of activity counters maintained locally by a peer receiving the instruction(s). A peer can use its local level of activity counters in determining whether impose a throttling mechanism.

Abstract: Disclosed are systems and methods for improving interactions with and between computers in content generating, searching, hosting and/or providing systems supported by or configured with personal computing devices, servers and/or platforms. The systems interact to identify and retrieve data within or across platforms, which can be used to improve the quality of data used in processing interactions between or among processors in such systems. The disclosed systems and methods provide systems and methods for automatic peer-to-peer level of activity information maintenance and sharing without centralization. The disclosed systems and methods a peer-to-peer level of activity sharing mechanism involving sharing level of activity counter update instructions for use in updating a number of level of activity counters maintained locally by a peer receiving the instruction(s). A peer can use its local level of activity counters in determining whether impose a throttling mechanism.

Abstract: Disclosed is an apparatus, method and computer program device which send a prediction request to a prediction service to construct a prediction result, receives a prediction result and an estimation of accuracy of the prediction result from the prediction service and configures an application to adapt to at least one of user preferences, behavior and habits based upon the prediction result and estimation of accuracy of the prediction result. The prediction service can include an over-the-air server which is coupled to a prediction server or a dedicated API residing on one or more user devices and configured to access a prediction server.

Abstract: Disclosed is an apparatus, method and computer program device which send a prediction request to a prediction service to construct a prediction result, receives a prediction result and an estimation of accuracy of the prediction result from the prediction service and configures an application to adapt to at least one of user preferences, behavior and habits based upon the prediction result and estimation of accuracy of the prediction result. The prediction service can include an over-the-air server which is coupled to a prediction server or a dedicated API residing on one or more user devices and configured to access a prediction server.