Abstract: In some embodiments, there is provided a method including in response to the indication of the error, receiving a request to resolve the error; generating a first prompt for a machine learning model; receiving, in response to the first prompt, a first prompt response; in response to receiving a first prompt response, generating a first query for augmentation information, the first query generated based on the first prompt response; executing the first query; receiving, in response to the first query, a first query response; in response to receiving the first query response to the first query, providing the first query response to the prompt builder to build a second prompt for the machine learning model. The process of prompting the second ML model, receiving a prompt response, and using the prompt response to generate a query may repeat until the error is resolved or no queries are available.

Abstract: Communication between an integrated device and a mobile application client on a mobile personal communication device involves a command generated using a mobile application client implemented by non-managed code. The command is received by an operating system, is socket based and conforms with a standard network communications protocol. The command is forwarded to an intermediate module implemented by code executed on the mobile personal communication device and configured for socket based communication according to the standard network communications protocol. After receiving the command, the intermediate module generates a command communication, for receipt by the peripheral device, according to a protocol specific to the peripheral device. The command communication instructing the peripheral device to perform an operation corresponding to the command. The operation is performed using the peripheral device upon receiving the command communication.

Abstract: Communication between an integrated device and a mobile application client on a mobile personal communication device involves a command generated using a mobile application client implemented by non-managed code. The command is received by an operating system, is socket based and conforms with a standard network communications protocol. The command is forwarded to an intermediate module implemented by code executed on the mobile personal communication device and configured for socket based communication according to the standard network communications protocol. After receiving the command, the intermediate module generates a command communication, for receipt by the peripheral device, according to a protocol specific to the peripheral device. The command communication instructing the peripheral device to perform an operation corresponding to the command. The operation is performed using the peripheral device upon receiving the command communication.