Abstract: Embodiments of the disclosed technologies include generating a first thread classification prompt based on a first thread portion of an online dialog involving a user of a computing device, sending the first thread classification prompt to a first large language model, receiving a first thread classification generated and output by the first large language model based on the first thread classification prompt, formulating a plan execution prompt based on the first thread classification, sending the plan execution prompt to a second large language model, receiving a second thread portion generated and output by the second large language model based on the plan execution prompt and the online dialog, and generating a label for a third thread portion of the online dialog.

Abstract: Methods, systems, and computer programs are presented for creating notifications for resources shared or posted by connections of a member. One method includes an operation for accessing databases to collect member information that includes first-degree connections and information about each first-degree connection. Further, a list of first-degree connections is stored in a data store with information about each first-degree connection. The method further includes operations for detecting a resource associated with a first member, and for accessing the data store to obtain network connections (first- and second-degree connections) of the first member. For each network connection of the first member, the method determines if the resource is relevant for the network connection based on the retrieved member information. Further, the method includes generating a notification about the resource for one or more of the network connections based on a relevance of the resource to the network connection.