Abstract: Systems and methods for predicting the likelihood that a member of a task facilitation service will delegate a given task for completion by the task facilitation service include providing data to a delegation likelihood model. The data may include, among other things, data collected about the member and past tasks of the member including whether the member delegated those tasks. The data may further include data for other members and tasks other than those associated with the task being analyzed. The task facilitation service may transmit an indication regarding the likelihood of delegation to an intermediary who may then decide whether to enable a delegation control for the task at a user interface of the member.

Abstract: A method performed by one or more computers, the method comprising: obtaining scene context data characterizing a scene in an environment at a current time point, wherein the scene context data includes features of the scene in a scene-centric coordinate system; generating a scene-centric encoded representation of the scene in the environment by processing the scene context data using an encoder neural network; for each target agent: obtaining agent-specific features for the target agent, processing the agent-specific features for the target agent and the scene-centric encoded representation of the scene using a fusion neural network to generate a fused scene representation for the target agent, and processing the fused scene representation for the target agent using a decoder neural network to generate a trajectory prediction output for the target agent in an agent-centric coordinate system for the target agent.

Abstract: Systems and methods for enabling controls at a user computing device for delegating tasks include providing information to an intermediary regarding the likelihood that a user associated with the user computing device will delegate a particular task. The intermediary may then selectively activate a delegation control at the user computing device that, when activated, results in delegation of the task for completion by a task facilitation service.

Abstract: Dynamically enabled task delegation controls are provided through a user interface executed on a computing device associated with a member. The task delegation controls are selectively enabled by a task facilitation service that determines whether the delegation controls should be made available to the member based on one or more models, algorithms, etc., associated with the member based on a predicted likelihood that the member will delegate the task for completion by the task facilitation service.

Abstract: Systems and methods for delegating tasks for a task facilitation service include receiving a delegation indicator for a task and determining a communication policy for the task in response to receiving the delegation indicator. The communication policy generally inhibits communication between the task facilitation service and a member of the service. Generation of proposals for completing delegated tasks and prediction of missing task data are also facilitated by aspects of the task facilitation service.

Abstract: Message filtering and management systems in a chat forward task facilitation communication system are described. One implementation involves receiving one or more pre-filtering inputs from a member, where the inputs include task associations to identify message types to hide or display from a real-time chat interface based on the task associations. A set of messages are processed in real-time using a filtering algorithm to associate one or more tasks with messages of the set of messages, where the one or more tasks correspond to a set of tasks performable by the representative on behalf of the member. A first message is displayed based on the one or more pre-filtering inputs and a first task association with the first message, and a second message is hidden or not displayed based on the one or more pre-filtering inputs and a second task association with the second message.

Abstract: Automated message tagging in a chat forward task facilitation communication system is described. One implementation involves receiving a set of messages between a member and a representative as the set of messages are being exchanged, processing the set of messages to identify one or more task flags associated with the set of messages, where the one or more task flags correspond to a set of tasks performable by the representative on behalf of the member, and tracking a chat flow within a chat interface, wherein the set of messages are exchanged within the chat interface. The chat flow is processed using a tagging algorithm to automatically assign at least one of the one or more task flags to messages of the set of messages, and message history is generated including the set of messages and corresponding task flag assignments with associated tasks of the set of tasks.

Abstract: Systems and methods for proposal generation in a task recommendation system are provided. A task recommendation system may receive a completed task template corresponding to a task associated with a member. The task recommendation system may automatically query a resource library in real-time to identify a proposal template corresponding to the task type. The task recommendation system may then identify a proposal recommendation for a proposal option associated with a set of proposal options included in the proposal template. The task recommendation system may generate and present a proposal that includes the proposal recommendation. Based on member interaction with the proposal, the task recommendation system may update the member profile and the resource library.

Abstract: Systems and methods for implementing a representative support system in a task determination system are provided. The task determination system automatically receives in real-time a set of messages between a member and a representative as these messages are exchanged. The set of messages correspond to a set of proposals associated with a task. The task determination system automatically identifying a selection of a proposal from the set of proposals based on an analysis of the set of messages. Based on the selection, the task determination system generates a set of proposal tasks and processes communications associated with these proposal tasks to monitor performance of these proposal tasks for completion of the task.

Abstract: Systems and methods for generating and providing experience recommendations to members of a task facilitation service are provided. A task recommendation system can identify a set of experience recommendations within a geographic region. These experience recommendations are ordered based on a member profile. The ordered experience recommendations are provided such that one or more experience recommendations can be selected for presentation to the member. When the member selects an experience recommendation, tasks corresponding to the experience recommendation are generated and performance of these tasks is monitored. The member profile is updated based on the performance of these tasks, the selected experience recommendation, and feedback corresponding to performance of these tasks.

Abstract: Systems and methods for proposal acceptance in a task determination system are provided. The task determination system receives in real-time a set of messages through a communications session associated with a task. The set of messages are processed in real-time to identify a response to a set of proposals for completion of the task. Based on the response, the task determination system generates one or more proposal tasks performable to complete the task. The task determination system performs one or more actions according to the one or more proposal tasks to complete the task. The task determination system updates the member profile in real-time based on these actions, the task, and the response to the set of proposals.

Abstract: Systems and methods for identifying and recommending tasks that may be performed in order to achieve member goals are provided. A system processes messages in real-time as these messages are exchanged to identify a goal and a timeframe from achieving the goal. Based on the goal and the corresponding timeframe, the system identifies task groupings corresponding to different methods for achieving the goal. The task groupings are ordered according to the likelihood of the member selecting a task grouping. When a member selects a task grouping, the system can monitor in real-time the performance of tasks of the task grouping to determine whether the goal is being achieved. If any tasks are not being performed successfully, the system can automatically adjust the remaining tasks, select new tasks, and/or adjust the timeframe for achieving the goal in order to provide the member with an opportunity to achieve the goal.

Abstract: Disclosed embodiments provide a framework to identify and recommend tasks that can be performed for the benefit of a member. Through this framework, a member is assigned with a representative that, over time, learns about the member's preferences and behavior, which can be used to recommend tasks that can be performed to reduce the member's cognitive load. Further, as the representative develops a relationship with the member over time, the representative can also curate experiences for the member and assist the member in achieving personal goals and ambitions.

Abstract: Systems and methods for delegating tasks for a task facilitation service include receiving a delegation indicator for a task and determining a communication policy for the task in response to receiving the delegation indicator. The communication policy generally inhibits communication between the task facilitation service and a member of the service. Generation of proposals for completing delegated tasks and prediction of missing task data are also facilitated by aspects of the task facilitation service.

Abstract: Automated message tagging in a chat forward task facilitation communication system is described. One implementation involves receiving a set of messages between a member and a representative as the set of messages are being exchanged, processing the set of messages to identify one or more task flags associated with the set of messages, where the one or more task flags correspond to a set of tasks performable by the representative on behalf of the member, and tracking a chat flow within a chat interface, wherein the set of messages are exchanged within the chat interface. The chat flow is processed using a tagging algorithm to automatically assign at least one of the one or more task flags to messages of the set of messages, and message history is generated including the set of messages and corresponding task flag assignments with associated tasks of the set of tasks.

Abstract: Message filtering and management systems in a chat forward task facilitation communication system are described. One implementation involves receiving one or more pre-filtering inputs from a member, where the inputs include task associations to identify message types to hide or display from a real-time chat interface based on the task associations. A set of messages are processed in real-time using a filtering algorithm to associate one or more tasks with messages of the set of messages, where the one or more tasks correspond to a set of tasks performable by the representative on behalf of the member. A first message is displayed based on the one or more pre-filtering inputs and a first task association with the first message, and a second message is hidden or not displayed based on the one or more pre-filtering inputs and a second task association with the second message.

Abstract: Automated message tagging in a chat forward task facilitation communication system is described. One implementation involves receiving a set of messages between a member and a representative as the set of messages are being exchanged, processing the set of messages to identify one or more task flags associated with the set of messages, where the one or more task flags correspond to a set of tasks performable by the representative on behalf of the member, and tracking a chat flow within a chat interface, wherein the set of messages are exchanged within the chat interface. The chat flow is processed using a tagging algorithm to automatically assign at least one of the one or more task flags to messages of the set of messages, and message history is generated including the set of messages and corresponding task flag assignments with associated tasks of the set of tasks.

Abstract: Various methods of making low-tortuosity electrodes are disclosed. In some embodiments, the low-tortuosity electrodes have a tortuosity of less than 2.0 or 1.4 and include battery-active material and solid electrolyte with the solid electrolyte having channels therein that are vertically aligned. A solid-state lithium-ion battery electrode is also disclosed.

Abstract: Message filtering and management systems in a chat forward task facilitation communication system are described. One implementation involves receiving one or more pre-filtering inputs from a member, where the inputs include task associations to identify message types to hide or display from a real-time chat interface based on the task associations. A set of messages are processed in real-time using a filtering algorithm to associate one or more tasks with messages of the set of messages, where the one or more tasks correspond to a set of tasks performable by the representative on behalf of the member. A first message is displayed based on the one or more pre-filtering inputs and a first task association with the first message, and a second message is hidden or not displayed based on the one or more pre-filtering inputs and a second task association with the second message.

Abstract: Systems and methods for automatic securitization of sensitive information accessible under limited circumstances for the execution of tasks are provided. The systems and methods may receive a request to perform a task that corresponds to operations performable to complete the task. These operations include a sensitive operation that require use of sensitive information associated with a member. A link is generated in real-time as other operations are being performed. Through the link, the member can store their sensitive information in a data privacy vault without exposing the sensitive information to unauthorized entities. The task is transferred to a high-trust representative when the other operations are performed to allow the high-trust representative to access the data privacy vault to obtain the sensitive information. The high-trust representative uses the sensitive information to perform the sensitive operation without exposing the sensitive information to the member or any other unauthorized entity.