Abstract: An AI Agent Platform autonomously processes data streams for event implementation. The AI Agent Platform receives a real-time data stream associated with a profile. The AI Agent Platform defines a dataset from the data stream by dynamically sampling the data stream according to a time window selected using the profile. The AI Agent Platform may detect a correspondence between the dataset and an event registry. The event registry may include proactive events having a predicted significance for a user. The AI Agent Platform may then execute a machine-learning model using an event, the dataset, and the profile to define an implementation of the event for the user. Upon receiving authorization to execute the event, the AI Agent Platform facilitates execution of the implementation of the event.

Abstract: Systems and methods for automatically and continuously processing communications exchanged among users and automated agents and corresponding user behaviors are provided to dynamically generate topical communications sessions from ongoing communications sessions. The topical communications sessions are implemented to reduce the cognitive effort of conversation management within existing communications sessions where topical drift may occur. The framework allows users to submit multimedia inputs that are classified by the systems and methods and automatically routed to appropriate communications containers.

Abstract: Techniques for artificial intelligence systems to provide customized services, tasks, and recommendations to related user devices based on data streams. In an example, a method may obtain one or more data streams received during one or more ongoing communications sessions among a set of users and an automated agent, wherein the one or more data streams are converted by one or more large language models (LLMs) into a set of key-value pairs of user attributes, wherein the set of key-value pairs are used to generate merged attributes corresponding to the set of users, and wherein the merged attributes are used to update a set of profiles. A method may update one or more user interfaces associated with a user of the set of users to facilitate the one or more ongoing communications sessions using the merged attributes.

Abstract: Systems and methods for automatically and continuously evaluating user data collected through different communications sessions and other data sources to perform user profiling and define familiar relationships amongst users.

Abstract: A flexible solid-state resistor comprises a string of ceramic resistors that can be used to charge the capacitors of a linear transformer driver (LTD) used in a pulsed power machine. The solid-state resistor is able to absorb the energy of a switch prefire, thereby limiting LTD cavity damage, yet has a sufficiently low RC charge time to allow the capacitor to be recharged without disrupting the operation of the pulsed power machine.

Abstract: A flexible solid-state resistor comprises a string of ceramic resistors that can be used to charge the capacitors of a linear transformer driver (LTD) used in a pulsed power machine. The solid-state resistor is able to absorb the energy of a switch prefire, thereby limiting LTD cavity damage, yet has a sufficiently low RC charge time to allow the capacitor to be recharged without disrupting the operation of the pulsed power machine.