Abstract: The present technology pertains to a system for generating automations based on a request/prompt from a user to a language model. The language model receives a prompt in a conversation thread with a user. When the prompt includes a request for a delayed action (i.e., an automation), the request is forwarded to an automations engine, which determines the delayed action from an action component of the request and a time at which to perform the delayed action from a temporal component of the request. A scheduling instruction based on the determined time is sent to a scheduler, which signals when the time occurs, triggering the automations engine to perform the delayed action, for example, by acting as the user's delegate and sending a delayed prompt to the language model to elicit a response and amending part or all of the resulting conversation to the conversation thread with the user.

Abstract: Methods and systems for monitoring and managing healthcare performance. The system comprises one or more network interfaces configured to provide access to a network and one or more data processing servers coupled to the one or more network interfaces to enable communication with one or more healthcare manager devices. The one or more data processing servers to execute instructions to receive healthcare data from a plurality of data source devices over the network, extract patient medical data from the received healthcare data, group the patient medical data according to episodes of care, analyze the patient medical data to determine variances, generate prescriptive opportunity scripts to reduce the determined variances, add the prescriptive opportunity scripts to a playbook, and generate output corresponding to the analysis and the playbook to the one or more healthcare manager devices.