Abstract: Systems and methods for identifying substitute elements for computer-implemented processes are disclosed. A substitution request identifying an anchor element is received. A set of candidate substitution elements is generated by a trained candidate selection model configured to receive the anchor element, a feature set, and a set of catalog elements. The set of candidate substitution elements is ranked by a trained ranking model configured to receive the anchor element, the feature set, and the set of candidate substitution elements. At least one substitution element is selected from the set of candidate substitution elements and feedback data representative of the suitability of the selected at least one substitution element with respect to the anchor element is received. At least one of the trained candidate selection model or the trained ranking model is updated by applying an iterative training process incorporating at least a portion of the feedback data.

Abstract: Techniques for maintaining dynamic configuration information of a multi-host off-cluster service on a cluster are described. An apparatus may comprise a dynamic configuration validation service component to execute to execute a dynamic configuration validation service for scanning files in a cluster of nodes. The dynamic configuration validation service component operative to validate a scanner version for each one of multiple scanners for scanning a file in a cluster of nodes, maintain the scanner version in a list of valid scanner versions for the multiple scanners, and scan the file by one of the one of multiple scanners having the scanner version contained in the list of the valid scanner versions.

Abstract: Techniques for maintaining dynamic configuration information of a multi-host off-cluster service on a cluster are described. An apparatus may comprise a dynamic configuration validation service component to execute to execute a dynamic configuration validation service for scanning files in a cluster of nodes. The dynamic configuration validation service component operative to validate a scanner version for each one of multiple scanners for scanning a file in a cluster of nodes, maintain the scanner version in a list of valid scanner versions for the multiple scanners, and scan the file by one of the one of multiple scanners having the scanner version contained in the list of the valid scanner versions.

Abstract: Techniques for maintaining dynamic configuration information of a multi-host off-cluster service on a cluster are described. An apparatus may comprise a dynamic configuration validation service component to execute to execute a dynamic configuration validation service for scanning files in a cluster of nodes. The dynamic configuration validation service component operative to validate a scanner version for each one of multiple scanners for scanning a file in a cluster of nodes, maintain the scanner version in a list of valid scanner versions for the multiple scanners, and scan the file by one of the one of multiple scanners having the scanner version contained in the list of the valid scanner versions.