Abstract: Embodiments described here are generally related to cloud computing or cloud infrastructure environments, and are particularly directed to systems and methods for identifying anomalous network devices or services using a combination of gradient boosting and large language models. In accordance with an embodiment, the system or method comprises, in response to detecting a reduced performance metric or performance anomaly: (a) analyzing the health metrics of network devices or services in the environment, using a gradient boosting decision tree model, to identify unhealthy devices or services; (b) obtaining device/service management tickets that have been raised on those devices or services during a time period prior to the reduced performance metric or performance anomaly; and (c) using a large language model to perform an analysis of the device/service management tickets to determine a set of the devices or services likely causing the reduced performance metric or performance anomaly.

Abstract: Systems and methods are provided for new network device provisioning without Internet access. One method may include a method of network device provisioning without Internet access, the method including entering a pre-shared key (PSK) in a dynamic host configuration protocol (DHCP) message, obtaining the PSK from a set of DHCP message options by an onboarding network device requesting to join a private network, presenting the PSK, by the onboarding network device, to a network management system (NMS) of the private network, validating the PSK by the NMS, and updating an inventory list of the NMS to include the onboarding network device in the inventory list.

Abstract: A method for use in managing a networked computing system includes: receiving a trigger for a migration of a plurality of local migration artifacts from a first deployment state associated with an on-premises network management system to a second deployment state; and migrating the plurality of local migration artifacts from the first deployment state associated with the on-premises network management system to the second deployment state associated with the cloud-based provisioning system. The migration is seamless and includes reconciling at least one local migration artifact of the plurality of local migration artifacts with a plurality of remote migration artifacts maintained by the cloud-based provisioning system.

Abstract: A method for use in managing a networked computing system includes: receiving a trigger for a migration of a plurality of local migration artifacts from a first deployment state associated with an on-premises network management system to a second deployment state; and migrating the plurality of local migration artifacts from the first deployment state associated with the on-premises network management system to the second deployment state associated with the cloud-based provisioning system. The migration is seamless and includes reconciling at least one local migration artifact of the plurality of local migration artifacts with a plurality of remote migration artifacts maintained by the cloud-based provisioning system.

Abstract: Systems and methods are provided for new network device provisioning without Internet access. One method may include a method of network device provisioning without Internet access, the method including entering a pre-shared key (PSK) in a dynamic host configuration protocol (DHCP) message, obtaining the PSK from a set of DHCP message options by an onboarding network device requesting to join a private network, presenting the PSK, by the onboarding network device, to a network management system (NMS) of the private network, validating the PSK by the NMS, and updating an inventory list of the NMS to include the onboarding network device in the inventory list.