公开(公告)号：US20250123894A1

公开(公告)日：2025-04-17

申请号：US18488831

申请日：2023-10-17

Applicant: Salesforce, Inc.

Inventor： Dustin Allen Kirk

IPC: G06F9/50

Abstract: A method of data processing is described. The method may include receiving an indication of one or more operational constraints for an unstructured compute process to be executed by the data processing system. The method may further include transmitting a request to decompose the unstructured compute process into a set of structured sub-processes and allocate the set of structured sub-processes to a set of compute resources of the data processing system in accordance with the one or more operational constraints. The method may further include receiving a response that contains information associated with an allocation scheme for the set of structured sub-processes of the unstructured compute process. The method may further include allocating the set of structured sub-processes to the set of compute resources and executing the set of structured sub-processes in accordance with the allocation scheme and the one or more operational constraints.

公开(公告)号：US20250124024A1

公开(公告)日：2025-04-17

申请号：US18488544

申请日：2023-10-17

Applicant: Salesforce, Inc.

Inventor： Dustin Allen Kirk

IPC: G06F16/242 ,  G06F16/248 ,  G06F21/60

Abstract: A large language model (LLM) may receive a query via a user interface of a client device. The LLM may generate one or more data queries from the query to query one or more data sets. The LLM may then transmit the one or more data queries to the one or more data sets. The LLM may then receive information associated with the query and a source for the information from the one or more data sets. The source may be indicative of a location within the one or more data sets from where the information was obtained. Following, the LLM may generate a response to the query that includes the information associated with the query and the source for the information and transmit the response to the user interface of the client device for display.

公开(公告)号：US20250124223A1

公开(公告)日：2025-04-17

申请号：US18488830

申请日：2023-10-17

Applicant: Salesforce, Inc.

Inventor： Dustin Allen Kirk

IPC: G06F40/20

Abstract: Methods, apparatuses, and computer-program products are disclosed. The method may include deriving a first intermediate LLM based on a broad spectrum LLM. The first intermediate LLM may be associated with a first level of a hierarchy and deriving the first intermediate LLM may include training the first intermediate LLM on first training data associated with the first level of the hierarchy. The method may include deriving a user-level LLM based on the first intermediate LLM, where the user-level LLM is associated with a user associated with a second level of the hierarchy included in the first level of the hierarchy. Deriving the user-level LLM may include training the user-level LLM on second training data associated with the user, where deriving the user-level LLM may further include inheriting one or more first characteristics from the first intermediate LLM.