Abstract: A method for managing specialized hardware resources includes obtaining, by a multi-scheme virtual allocation agent, a request for allocating a plurality of virtual resources to the specialized hardware resources in an information handling system, wherein the request specifies a first scheme of allocation, wherein the information handling system operates in a second scheme of allocation that is different from the first scheme of allocation, in response to the request: installing a first virtual resource of the plurality of virtual resources on a first specialized hardware resource of the specialized hardware resources, performing a dummy virtual resource installation to install a plurality of dummy variables based on the second scheme, installing a second virtual resource of the plurality of virtual resources on a second specialized hardware resource of the specialized hardware resources based on the second scheme, and deleting the plurality of dummy virtual resources from the hardware resources.

Abstract: A method for managing virtual desktop infrastructure (VDI) environments includes: obtaining, by an orchestrator, a resource related parameter and a security related parameter; assembling, by the orchestrator, an application programming interface (API) combination to generate a VDI environment based on a plurality of vendor-provided APIs; testing, by the orchestrator and for a vulnerability result, the VDI environment across a range of users based on the resource related parameter and security related parameter; providing, by the orchestrator, the range of users and VDI environment to an analyzer, in which the analyzer is instructed by the orchestrator to generate a model that minimizes the vulnerability result of the VDI environment; generating, by the analyzer, a trained model by training the model using at least the range of users, VDI environment, security related parameter, resource related parameter, and vulnerability result; and initiating, by the analyzer, notification of an administrator about the tra

Abstract: Methods and systems for managing access and control of data are disclosed. To manage access and control, data management system may require registration and verification of devices associated with an individual or other individuals to which control over access may be granted. Data management system may vest control over access to data to the device associated with the individual for which data is stored and progressively vest control over access to data to other devices associated with other individuals as an increasing amount of information indicating the lack of capacity of the individual to authorize access to data.

Abstract: Methods and systems for managing threats to data processing systems are disclosed. To manage the threats, multiple threat management models may be utilized. The threat management models may include centralized models that rely on operable connectivity to particular systems, and distributed models that do not rely on operable connectivity to the particular systems. The data processing systems may flexibly switch between use of these models to respond to changes in operably connectivity of a distributed system.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices. If a plane is suspected of being compromised, the management controllers may take action to confirm the suspicions. If confirmed, then remedial activity may be initiated to address the compromised control plane.

Abstract: Techniques described herein relate to systems and methods for data processing unit (DPU) workload management. Such methods may include obtaining, by a DPU workload manager, a DPU utilization value for a first node in a device ecosystem; making a first determination, by the DPU workload manager and using the DPU utilization value, that DPU utilization of the first node is above a DPU utilization threshold configured for the first node; identifying, in response to the first determination, a workload executing on the first node as a migration candidate based at least in part on a central processing unit (CPU) utilization value associated with the workload; initiating a migration of the migration candidate to a second node in the device ecosystem; and obtaining, after the migration completes, a second DPU utilization value for the first node to determine whether the second DPU utilization value is below the DPU utilization threshold.

Abstract: A system in accordance with one or more embodiments comprises a processor, a processing system operatively connected to the processor, and an enhanced networking interface operatively connected to the processing system. The enhanced networking interface is programmed to obtain encoded data from a local data source, perform a decoding of the encoded data to obtain decoded data, provide the decoded data to the processing system. The processing system is programmed to obtain the decoded data from the enhanced networking interface, perform a computer vision (CV) inferencing on the decoded data to obtain inferencing data, provide the inferencing data to the processor, and perform, by the processor, a remediation action based on the inferencing data.

Abstract: Techniques described herein relate to a method for managing a computer vision environment. The method includes identifying, by a computer vision (CV) node of a plurality of CV nodes, a CV alert; in response to identifying the CV alert: identifying candidate CV nodes of the plurality of CV nodes; generating a dynamic CV zone using the candidate CV nodes; initiating performance of a CV workload by the dynamic CV zone to generate CV data associated with the CV alert; generating a CV alert case associated with the CV alert; obtaining CV data from the dynamic CV zone; updating the CV alert case using the CV data generated during the performance of the CV workload; and providing the updated CV alert case to a VMS.

Abstract: Methods and systems for managing and use of data are disclosed. To manage data, the data may be classified with respect to topics that are relevant to a user of a data storage system. The topics that are relevant to the user may be identified based on digital recordings of conversations between the user and other persons. Over time, the topics that are relevant to the user may change. The changes in relevant topics may be used to identify occurrences of different events in the user's life. These life events and data classified for corresponding topics may be used to service information request by providing context for the data and a means of discriminating more relevant from less relevant data.

Abstract: Methods, systems, and devices for providing computer implemented services using managed systems are disclosed. To provide the computer implemented services, hardware components may be bundled into hardware bundles. The hardware bundles may be used to satisfy subscriptions for the services, and limit use of the hardware bundles when subscription limits are reached. The hardware bundles may include direct management hardware components and indirect management hardware components. The performance of the hardware bundles may be characterized to facilitate future selection for use of the hardware bundles in various processes.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices. If a plane is suspected of being compromised, the management controllers may take action to confirm the suspicions. If confirmed, then remedial activity may be initiated to address the compromised plane. The remedial activity may include use of falsified network condition reports to initiate programming of the data plane.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices. If a plane is suspected of being compromised, the management controllers may take action to confirm the suspicions. Test may be performed, and measurements may be taken to confirm whether a plane is compromised. If confirmed, then remedial activity may be initiated to address the compromised plane.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices. If a plane is suspected of being compromised, the management controllers may take action to confirm the suspicions. If confirmed, then remedial activity may be initiated to address the compromised control plane. The remedial activity may be selected based on levels of impact on different services that utilize the network devices.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices. If a plane is suspected of being compromised, the management controllers may take action to confirm the suspicions. If confirmed, then remedial activity may be initiated to address the compromised control plane.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices. The management controllers may store plans for addressing network disruptions. The plans may be used when communications with management systems are unavailable.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices. If a plane is suspected of being compromised, the management controllers may take action to confirm the suspicions. If confirmed, then remedial activity may be initiated to address the compromised plane.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices. If a plane is suspected of being compromised, the management controllers may take action to confirm the suspicions. If confirmed, then remedial activity may be initiated to address the compromised control plane. The remedial activity may include invocation of security functions of other network devices.

Abstract: Methods and systems for managing the operation of a deployment are provided. The deployment may be managed in accordance with a subscription model. The subscription model may use subscriptions to define the extent and limits on use of services provided by the deployment. The subscription services and limits may be enforced by management controllers of network devices of the deployment. The management controllers may operate independently from control planes and data planes of the network devices. If a plane is suspected of being compromised, the management controllers may take action to confirm the suspicions. If confirmed, then remedial activity may be initiated to address the compromised plane.

Abstract: Methods and systems for managing user interactions between a user and at least one user device are disclosed. To manage user interactions, data management system may obtain an interaction model to deploy to the at least one user device in order to establish an interface. The interaction model may define how the at least one user device communicates information to the user and/or obtained user input from the user. To obtain the interaction model relevant to a user, data management system may identify at least one condition impacting an ability of the user to interact with the at least one user device and the extent of the condition limiting the user's ability to interact with the at least one user device.