Abstract: One embodiment provides a method, the method including: identifying, using an output hallucination detection system, an output that is generated by an artificial intelligence model in response to receiving an input at the artificial intelligence model; detecting, using the output hallucination detection system, a sentiment related to the output and provided by at least one user; determining, based upon the sentiment, an accuracy of the output generated by the artificial intelligence model; and transmitting, responsive to the determining, feedback for the artificial intelligence model, wherein the feedback is generated in view of the sentiment related to the output. Other aspects are claimed and described.

Abstract: A method and computer program product provide various operations including generating a plurality of unique document variants of a source document, wherein each unique document variant is generated by causing a language model to paraphrase at least a portion of the source document and providing, for each of a plurality of users, a different one of the unique document variants to the user rather than the source document. A plurality of records are stored, wherein each record includes a unique identifier for a particular user and one or more uniquely paraphrased portions of the unique document variant provided to the particular user. If a target document is used in an unauthorized manner, the records may be searched to identify a record in which a uniquely paraphrased portion of the unique document variant is found within the target document and the identity of the user may be output.

Abstract: A method for activation of a remote server using activation information stored as transactions in a blockchain ledger is disclosed. The method includes activating an agent on a server in response to the server being powered on for activation by an end user of the server. The agent includes a private key where the private key is paired with a public key by a manufacturer of the server. The public key is entered in a transaction of a ledger of a blockchain corresponding to the server. The ledger includes activation information for the server and the activation information is encrypted using the public key. The method includes accessing the ledger by the agent and decrypting, by the agent, the activation information using the private key. The method includes using, by the agent, the activation information to activate the server.

Abstract: A method includes identifying hardware resource requirements of a candidate workload instance, wherein the hardware resource requirements of the workload instance include a required capacity for each of a plurality of hardware resource types. The method further includes identifying, for each of the plurality of hardware resource types required by the candidate workload instance, a capacity of a hardware resource of the hardware resource type that is currently available on a server without causing a power efficiency of the hardware resource to decline below a setpoint power efficiency; and determining, for each of the plurality of hardware resource types required by the candidate workload instance, whether the identified capacity of the hardware resource on the server is greater than or equal to the required capacity for the hardware resource type. The determination may support a decision to place the workload instance on the server or another server.

Abstract: Apparatuses, methods, systems, and program products are disclosed for dynamic baseboard management controller memory use. A method includes determining, by use of a processor, presence of main memory of a computing device, in response to determining that the main memory is not present in the computing device, preparing at least a portion of a memory device of a baseboard management controller for use by the processor, and making the at least a portion of the memory device of the BMC available to the processor.

Abstract: Apparatuses, methods, systems, and program products are disclosed for dynamic baseboard management controller memory use. A method includes determining, by use of a processor, presence of main memory of a computing device, in response to determining that the main memory is not present in the computing device, preparing at least a portion of a memory device of a baseboard management controller for use by the processor, and making the at least a portion of the memory device of the BMC available to the processor.

Abstract: A computer-implemented method includes identifying a plurality of adapter modules of a particular adapter module type that are installed in a plurality of slots of a single host computer, and identifying, for each of the identified adapter modules, a slot of the plurality of slots in which the adapter module is installed. The method may further includes accessing, for each identified slot, a predetermined relative thermal efficiency value for operation of an adapter module of the particular adapter module type in a particular slot, and controlling, for one or more of the identified adapter modules, the operation of the identified adapter module based on the predetermined relative thermal efficiency value for the slot in which the identified adapter module is installed. A computer program product may also include program instructions that are executable by a processor to cause the processor to perform the method.

Abstract: A computer-implemented method includes identifying a plurality of adapter modules of a particular adapter module type that are installed in a plurality of slots of a single host computer, and identifying, for each of the identified adapter modules, a slot of the plurality of slots in which the adapter module is installed. The method may further includes accessing, for each identified slot, a predetermined relative thermal efficiency value for operation of an adapter module of the particular adapter module type in a particular slot, and controlling, for one or more of the identified adapter modules, the operation of the identified adapter module based on the predetermined relative thermal efficiency value for the slot in which the identified adapter module is installed. A computer program product may also include program instructions that are executable by a processor to cause the processor to perform the method.

Abstract: A method for using an object key to deprioritize processing of relative regions of images of an object includes capturing an image of an object to be tracked and selecting an object key of the object. The object key includes a portion of the object, the object key is attached to the object and is recognizable by an image capture device. The method includes calculating a relative size of the object key with respect to a size of the object and a location of the object key with respect to the object, and tracking one or more locations of the object from the relative size and location of the object with respect to the object key and by capturing a plurality of images of the object key at a resolution sufficient for tracking movement of the object key.

Abstract: A method includes identifying hardware resource requirements of a candidate workload instance, wherein the hardware resource requirements of the workload instance include a required capacity for each of a plurality of hardware resource types. The method further includes identifying, for each of the plurality of hardware resource types required by the candidate workload instance, a capacity of a hardware resource of the hardware resource type that is currently available on a server without causing a power efficiency of the hardware resource to decline below a setpoint power efficiency; and determining, for each of the plurality of hardware resource types required by the candidate workload instance, whether the identified capacity of the hardware resource on the server is greater than or equal to the required capacity for the hardware resource type. The determination may support a decision to place the workload instance on the server or another server.

Abstract: A method for using an object key to deprioritize processing of relative regions of images of an object includes capturing an image of an object to be tracked and selecting an object key of the object. The object key includes a portion of the object, the object key is attached to the object and is recognizable by an image capture device. The method includes calculating a relative size of the object key with respect to a size of the object and a location of the object key with respect to the object, and tracking one or more locations of the object from the relative size and location of the object with respect to the object key and by capturing a plurality of images of the object key at a resolution sufficient for tracking movement of the object key.

Abstract: An apparatus, system, method, and program product are disclosed for sending messages to an unavailable device. The apparatus includes a status module that determines that a recipient device for a message is unavailable to receive the message. The apparatus includes a message module that sends the message to an intermediate device for storage until the recipient device is available to receive the message in response to determining that the recipient device is unavailable to receive the message. The apparatus includes a notification module that sends a notification to the recipient device that the message is available to access from the intermediate device.

Abstract: Detecting a compromised system using an integrated management controller including receiving a workload characterization for an expected hardware utilization of a computing system, wherein the workload characterization is a pattern of expected hardware utilization of computing hardware on the computing system, and wherein the workload characterization comprises hardware utilization thresholds; storing the workload characterization on an integrated management controller communicatively coupled to the computing hardware on the computing system; monitoring the computing hardware of the computing system using the integrated management controller, including comparing the hardware utilization thresholds of the workload characterization to measured hardware utilization of the computing hardware; determining that the computing system is compromised based on detecting that the measured hardware utilization of the computing hardware has exceeded one of the hardware utilization thresholds of the workload characterizatio

Abstract: A computer program product provides a non-volatile computer readable medium and non-transitory program instructions embodied therein, where the program instructions are configured to be executable by a processor to cause the processor to perform various operations. The operations may comprise identifying a dataset that is being used by a first workload running on a first host server within a computing system and a second workload running on a second host server within the computing system, wherein each of the host servers within the computing system are connected for communication over a network including a network switch. The operations may further comprise identifying a data storage device that is directly attached to the network switch within the network, migrating the identified dataset to the identified data storage device, and causing the first and second workloads to send dataset access requests to the identified dataset on the identified data storage device.

Abstract: Conveying potential communication methods for a user of a computing system network, including: determining whether a user account for a real-time communications application (RTCA) is installed on a first inactive user device; if the user account for the RTCA is installed on the first inactive user device: calculating a proximity between a location of the first inactive user device and a user location; determining a status for the RTCA account based on the proximity between the location of the first inactive user device and the user location, wherein the status indicates a user's potential availability to utilize the RTCA account for communications; and sending the status for the RTCA account to another device.

Abstract: An apparatus for authorizing file access events includes a processor and a memory that stores code executable by the processor. The code is executable by the processor to record hardware usage patterns prior to a file access event of a file, and correlate the hardware usage patterns with file access events targeting the file. The code is also executable to receive a file access event targeting the file, compare a hardware usage pattern preceding the received file access event targeting the file to the hardware usage patterns correlated with file access events targeting the file, and authorize the received file access event in response to the hardware usage pattern preceding the received file access event targeting the file matching a hardware usage pattern correlated to a file access event targeting the file.

Abstract: A method includes obtaining component utilization data for multiple components of a compute node during at least one previous execution of a workload. The method further includes using the component utilization data to identify a first component having a utilization level that is less than a threshold utilization level during the at least one previous execution of the workload, wherein the first component is one of the multiple components of the compute node. The method still further includes, during a subsequent execution of the workload on the compute node, throttling the first component to prevent the first component from exceeding the threshold utilization level.

Abstract: Methods and systems of identifying and remediating at-risk resources in a computing environment are provided. A method includes periodically determining respective infrastructure topologies of a computing environment that changes over time, wherein the determining is performed by a computer system communicating with the computing environment. The method also includes: identifying, by the computer system, an intrusion event in the computing environment; determining, by the computer system, at-risk resources in the computing environment based on the determined intrusion event and a corresponding one of the infrastructure topologies; and performing, by the computer system, remediation action for the at-risk resources.

Abstract: A computer program product includes a computer readable medium having computer readable program instructions configured to cause a processor to: track resource requirements for a workload deployed to a virtual environment; monitor one or more health characteristics of one or more systems of the virtual environment; determine whether one or more soft reservations corresponding to the workload should be created on one or more of the systems of the virtual environment; and in response to determining the one or more soft reservations corresponding to the workload should be created, creating the one or more soft reservations on the one or more of the systems of the virtual environment. The one or more of the systems of the virtual environment on which the one or more soft reservations are created are preferably different systems than the system to which the workload was originally deployed. Corresponding systems and methods are also disclosed.

Abstract: In one embodiment, a system includes a media storage device, a processor, and logic integrated with and/or executable by the processor. The logic is configured to cause the processor to associate a first subset of storage space on the media storage device with a first group of applications executing on a hardware processor. The logic is also configured to cause the processor to receive a request from an application to access the first subset of storage space on the media storage device. Moreover, the logic is configured to cause the processor to prevent any application other than an application from the first group of applications from accessing the first subset of storage space on the media storage device. Other systems, methods, and computer program products for defending against ransomware attacks on devices and systems using application authority assignment are described according to more embodiments.