Abstract: A machine learning model is trained from characteristics of code changes and characteristics of tests to generate an output indicative of a likely test result of running a corresponding test on a code change. One or more machine learning models may be trained for a specific code repository and based on developer feedback. When a code change is generated by a developer to code in a code repository, a machine learning model is selected based on the repository and characteristics or features of the code change are extracted and input to the machine learning model. The machine learning model generates a model output indicative of the likely test results of running each of a plurality of different tests on the code change. The model output indicates how likely it is that each of the plurality of different tests will fail. Based on the model output, a test selection system selects a subset of the plurality of different tests that should be run against the code changes.

Abstract: Wearable systems and method for operation thereof incorporating headset and controller localization using headset cameras and controller fiducials are disclosed. A wearable system may include a headset and a controller. The wearable system may alternate between performing headset tracking and performing controller tracking by repeatedly capturing images using a headset camera of the headset during headset tracking frames and controller tracking frames. The wearable system may cause the headset camera to capture a first exposure image an exposure above a threshold and cause the headset camera to capture a second exposure image having an exposure below the threshold. The wearable system may determine a fiducial interval during which fiducials of the controller are to flash at a fiducial frequency and a fiducial period. The wearable system may cause the fiducials to flash during the fiducial interval in accordance with the fiducial frequency and the fiducial period.

Abstract: A vehicle storage system may include a deck configured to span substantially a total width of a vehicle bed, four support feet including two front support feet and two rear support feet, a single drawer, and a storage compartment situated between the drawer and a side of the vehicle bed. The deck may include raised portions for coupling to an underside of an accessory case, and tie down attachment points that anchor materials to the deck, while transferring load and connecting the storage system to the truck bed. The drawer assembly may extend outward from the deck to allow full opening of the accessory case without removal of the accessory case from the drawer assembly.

Abstract: A computing system for monitoring language model compliance with a rubric of one or more output characteristics. The computing system includes processing circuitry configured to interface with a trained generative language model that receives input of a prompt including natural language text input and, in response, generates an output that includes natural language text output. The processing circuitry is further configured to monitor compliance of the generative language model with the rubric, by feeding the output of the generative language model to a rubric classifier configured to generate a predicted classification for an output characteristic in the rubric, and output the predicted classification.

Abstract: Method for manufacturing a preform element used in particular for manufacturing a rotor blade of a wind turbine, wherein the preform element includes one or more components provided with at least one adhesive agent, wherein the components are arranged on a molding surface of a mold, wherein at least one bladder is arranged on top of the components and/or underneath the mold and wherein at least one fluid is supplied to the bladder for heating or cooling of the adhesive agent.

Abstract: A vehicle storage system includes a base that is configured to be disposed on seating assemblies within a rear seating space. A first partition is coupled to the base, and the first partition extends along a first edge of the base. A second partition is spaced from the first partition. The second partition is coupled to the base and extends along a second opposing edge of the base. A cross member is coupled to a top edge of each of the first partition and the second partition. The cross member extends adjacent to a headliner.

Abstract: A seal assembly includes a cap and a seal. The cap includes an engagement structure and a flange. The engagement structure is configured to couple the cap to an enclosure. The flange defines a plurality of openings that are open through a first side of the flange and a second side of the flange. The seal includes a seal body and a plurality of bosses. The seal body engages the second side of the flange and includes a plurality of bosses. Each boss is positioned in a respective opening of the plurality of openings. The seal is compressible against the flange from a relaxed state in which the bosses are flush with the first side of the flange or recessed within the openings and a compressed state in which each boss extends from the respective opening beyond the first side of the flange.

Abstract: In some embodiments, a system for resource transportation comprises a routing command subsystem. In some embodiments, the routing command subsystem is configured to be communicably coupled to a first input device at a first location, the first input device configured to determine a first resource factor of a resource at the first location and a location input device associated with a transporter, the transporter configured to transport the resource, the location input device configured to determine a transporter location. In some embodiments, the routing command subsystem is further configured to change a first endpoint of a transporter route to a first alternate location based at least in part on the first resource factor and the transporter location.

Abstract: A waypoint, navigation controller and corresponding controlling methods are described, where the controller functions as a multiple input-multiple output, e.g., nonlinear angular velocity and linear speed controller for a land vessel such as a skid-steer vehicle. The controller and the controlling methods may be based on a fuzzy logic controller (alternatively referred to as “fuzzy controller”). The membership functions of the fuzzy controller may employ a trapezoidal structure with a symmetric rule-base. In addition, a Hierarchical Rule-Base Reduction (HRBR) is incorporated into the controller so as to select only the rules most influential on state errors by selecting inputs/outputs, determining the most globally influential inputs, and generating a hierarchy relating inputs via a Fuzzy Relations Control Strategy (FRCS).

Abstract: A method for welding thermoplastic composite parts while actively cooling includes placing a first composite part onto a surface of a tooling, placing a second composite part onto the first composite, pressing the second composite part toward the first composite part with an induction welding end effector, and providing a flow of air or gas through an opening extending through the shaping surface while induction welding the second composite part to the first composite part. The first composite is sandwiched between the surface of the tooling and the second composite. The flow of air or gas impinges on a bottom surface of the first composite part and is sufficient to press the first composite part toward the second composite part. Induction welding the second composite part to the first composite part is performed by applying induction heating while the flow of air is provided through the at least one opening.

Abstract: An overcurrent detection circuit for use in a transmitter of a wireless power transfer system is provided. The transmitter comprises a transmitter element for generating a field to transfer power to a receiver of a wireless power transfer system. The circuit is adapted to shut down a transmitter of a wireless power transfer system in response to a detected short circuit event. An overvoltage protection circuit for use in a receiver of a wireless power transfer system is also provided. The receiver comprises a receiver element for extracting power from a field generated by a transmitter of a wireless power transfer system, and a switching element electrically connected to the receiver element. The overvoltage protection circuit is adapted to electrically ground the switching element based on an overvoltage event.

Abstract: In one embodiment, a method of intermingling stereoscopic and conforming virtual content to a bounded surface is performed at a device that includes one or more processors, non-transitory memory, and one or more displays. The method includes displaying a bounded surface within a native user computer-generated reality (CGR) environment, wherein the bounded surface is displayed based on a first set of world coordinates characterizing the native user CGR environment. The method further includes displaying a first stereoscopic virtual object within a perimeter of a first side of the bounded surface, wherein the first stereoscopic virtual object is displayed in accordance with a second set of world coordinates that is different from the first set of world coordinates characterizing the native user CGR environment.

Abstract: A vehicle storage system may include a deck configured to span substantially a total width of a vehicle bed, four support feet including two front support feet and two rear support feet, a center support extending in a longitudinal direction of the vehicle bed between the support feet and configured to support the deck, and a drawer assembly. The deck may include raised portions for coupling to an underside of an accessory case, and tie down attachment points that anchor materials to the deck, while transferring load and connecting the storage system to the truck bed. The drawer assembly may extend outward from the deck to allow full opening of the accessory case without removal of the accessory case from the drawer assembly.

Abstract: The disclosed techniques enable users to receive visits from other users in a desktop environment and initiate communication sessions using an input gesture that associates a virtual representation of a user with a file. In response to receiving a gesture associating an avatar into a file, the system performs two functions: it selects the file for sharing and automatically starts a communication session with appropriate permissions between a user of the avatar and a user performing the gesture. The user can additionally grant other users' permission to edit the shared file which is reflected in an update to each user's permission data. In this way, users can communicate and collaborate directly from the social space of a desktop without opening a communication application.

Abstract: The present disclosure relates to a dose detection system for use in combination with a medication delivery device in which a dose setting member rotates relative to an actuator during dose delivery. The dose detection system includes a module which is removably attached to the medication delivery device. The module includes a dosing component attached to the actuator during dose delivery. The dosing component includes a light source and a light sensor. A sensed element is attached to the dose setting member and includes surface features detectable by the light sensor.

Abstract: In some embodiments, a system for resource transportation comprises a routing command subsystem. In some embodiments, the routing command subsystem is configured to be communicably coupled to a first input device at a first location, the first input device configured to determine a first resource factor of a resource at the first location and a location input device associated with a transporter, the transporter configured to transport the resource, the location input device configured to determine a transporter location. In some embodiments, the routing command subsystem is further configured to change a first endpoint of a transporter route to a first alternate location based at least in part on the first resource factor and the transporter location.

Abstract: A method for manufacturing a preform building element used for building a rotor blade of a wind turbine is provided. A plurality of components is arranged at least partly overlappingly in a component stack on a surface of a carrier, wherein the component stack includes a plurality of sections with overlapping components between which a binding agent is arranged, wherein the sections of the stack include at least partly a different thickness and/or different types of components, wherein the component stack is heated using a heating source for activating the binding agent, wherein during the heating, at least one heat input reduction is used to reduce the heat input in the binding agent in at least one of the sections of the component stack for reducing binding agent migration during the activation.

Abstract: Systems and methods may utilize magnetic rotors to heat molten metal in the corner regions of a mold during casting (e.g., casting of an ingot, billet, or slab). The magnetic rotors are positioned adjacent to the corners of the mold and heat the molten metal in the corner region to increase the temperature of the molten metal adjacent the corners. The increased temperature of the molten metal in the mold corners can prevent intermetallics from forming in the molten metal or otherwise reduce such formation.

Abstract: The disclosed techniques provide a messaging system with a user interface (UI) having a specific arrangement of suggested expressive illustrations, such as emojis. In some examples, a system analyzes a received emoji and provides a suggested list of emojis for a response. The suggested emojis are arranged in a way that candidate emojis capable of generating animation effects in combination with the received emoji, are listed higher in ranking, e.g., preceding, over other candidate emojis that cannot generate animation effects in combination with the received emoji. The system can rank individual emojis, or other types of graphical expressions, depending on whether a candidate emoji is capable of generating animated effects with the received emoji. In some embodiments, candidate emojis that are capable of generating animated effects precede candidate emojis that are incapable of generating animated effects.

Abstract: Automatically generating a compensation factor for adjusting an operating parameter such that a measured carbon potential, dew point, or other controlled parameter matches the controller's set point value by inputting the measured parameter directly to the controller.