Abstract: A message addressed to a user is received. A first model is applied to the message to produce a first output indicative of whether the message is representative of a non-malicious message. The first model is trained using past messages that have been verified as non-malicious messages. It is determined, based on the first output, that the message is potentially a malicious message. Responsive to determining that the message is potentially a malicious email based on the first output, apply a second model to the message to produce a second output indicative of whether the message is representative of a given type of attack. The second model is one of a plurality of models. At least one model included in the plurality of models is associated with characterizing a goal of the malicious message. An action is performed with respect to the message based on the second output.

Abstract: This disclosure describes systems, methods, and devices related to providing real-time response strategies in a supply chain. A system may be configured to obtain first sensor data collected from a first tracking device associated with a first asset, determine a first set of external data associated with the first asset, determine, based at least in part on the first sensor data and the first set of external data, a probability of failure and a mode of failure, and responsive to a determination that the probability of failure exceeds a failure threshold: determine a mitigation for the mode of failure that is available based at least in part on the first sensor data and the first set of external data, determine one or more real-world actions corresponding to the mitigation that, if performed, remediate the mode of failure, and cause the one or more real-world actions to be performed.

Abstract: Conventional email filtering services are not suitable for recognizing sophisticated malicious emails, and therefore may allow sophisticated malicious emails to reach inboxes by mistake. Introduced here are threat detection platforms designed to take an integrative approach to detecting security threats. For example, after receiving input indicative of an approval from an individual to access past email received by employees of an enterprise, a threat detection platform can download past emails to build a machine learning (ML) model that understands the norms of communication with internal contacts (e.g., other employees) and/or external contacts (e.g., vendors). By applying the ML model to incoming email, the threat detection platform can identify security threats in real time in a targeted manner.

Abstract: This disclosure describes systems, methods, and devices related to programmatically updating the status of assets tracked in a supply chain environment. A system may be configured to obtain first sensor data collected from a first tracking device associated with a first asset, determine asset workflow information associated with the first asset, determine an intelligence engine configured to generate an inference of a status associated with the first asset, determine the status associated with the first asset, wherein the status is determined by the intelligence engine based on the first sensor data and the asset workflow information, and store the status of the first asset in an asset tracking database.

Abstract: A road planer for road milling or road planning operations implements a control system for forming a plurality of rumble strips in a work surface. The control system may receive a plurality of variables from an operator interface related to the desired configuration for the rumble strips including a depth-of-depression variable, a length-of-depression variable, and a distance-between-depressions variable. The control system may also determine one or more parameters regarding the operational status of the road planer. The control system processes the variables and/or parameters to adjust a height adjustment mechanism of the road planer thereby engaging and disengaging a cutting rotor with the work surface to from the rumble strips.

Abstract: Embodiments of the invention relate to a service registry and repository system, method and computer program product for accessing objects in an object repository. There is provided a method of managing an object database for objects that includes receiving an object query; querying the object database using the object query; receiving a hierarchical collection of objects including a root object; and returning only those objects that are within a specific depth of the root object and that do not represent user-defined relationships. The returning step maps the objects from a proprietary object format into a standard object format and optionally the standard object format is the Service Definition Object format (SDO).

Abstract: A service registry and repository method for managing an object database for objects. The method includes receiving a database path query expression including both a main expression and a treat-as expression. The method also includes translating the query expression into an object query and querying the object database using the object query. In particular, the translating includes breaking the expression into nodes, examining each node to identify objects for selection and from which selection is made, consolidating objects for selection from each node in the sub-expression into a sub-SELECT clause, consolidating objects for selection in each node of the main expression into a SELECT clause, consolidating objects from which selection is made from nodes in the sub-query into a sub-FROM clause, consolidating objects from which selection is made from nodes in the main query into a FORM clause, and forming the object query from the SELECT, FROM and WHERE clauses.

Abstract: This invention relates to a service registry and repository system, method and computer program product for accessing objects in an object repository. There is provided a method of managing an object database for objects comprising: receiving an object query; querying the object database using the object query; receiving a hierarchical collection of objects including a root object; and returning only those objects that are within a specific depth of the root object and that do not represent user-defined relationships. The returning step maps the objects from a proprietary object format into a standard object format and optionally the standard object format is the Service Definition Object format (SDO).

Abstract: A service registry and repository method, system, computer program product and web service for managing an object database for objects comprising: receiving a database path query expression comprising a main expression and a treat-as expression; translating the database path query expression into an object query; and querying the object database using the object query; wherein the translating comprises: breaking the path query expression into nodes; examining each node to identify objects for selection and objects from which selection is made; consolidating objects for selection from each node in the sub-expression into a sub-SELECT clause; consolidating objects for selection in each node of the main expression into a SELECT clause; consolidating objects from which selection is made from nodes in the sub-query into a sub-FROM clause; consolidating objects from which selection is made from nodes in the main query into a FORM clause; and forming the object query from the SELECT clause; from the FROM clause; and

Abstract: This invention relates to a service registry and repository system, method and computer program product for accessing objects in an object repository. There is provided a method of managing an object database for objects comprising: receiving an object query; querying the object database using the object query; receiving a hierarchical collection of objects including a root object; and returning only those objects that are within a specific depth of the root object and that do not represent user-defined relationships. The returning step maps the objects from a proprietary object format into a standard object format and optionally the standard object format is the Service Definition Object format (SDO).

Abstract: This invention relates to a service registry and repository system, method and computer program product for accessing objects in an object repository. There is provided a method of managing an object database for objects comprising: receiving an object query; querying the object database using the object query; receiving a hierarchical collection of objects including a root object; and returning only those objects that are within a specific depth of the root object and that do not represent user-defined relationships. The returning step maps the objects from a proprietary object format into a standard object format and optionally the standard object format is the Service Definition Object format (SDO).