Abstract: Apparatus including speakers ported through keys of a keyboard are disclosed. An example electronic device includes a housing, and a keyboard carried by the housing. The keyboard includes a key having a keycap that covers an associated switch. The example electronic device further includes a speaker within the housing underneath the keyboard. The keycap includes an opening to define a port through which sound from the speaker is able to pass.

Abstract: Computer-implemented methods, systems, and devices for generating security challenges are described. An identity management system may obtain image descriptions. The image descriptions may include a first image description set that corresponds to a sequence of events and a second image description set that is unassociated with the sequence of events. The identity management system may obtain images based on the image descriptions. The images may include a first image set that corresponds to the sequence of events and a second image set that is unassociated with the sequence of events. The identity management system may generate a security challenge using the images. The security challenge may request for a user to identify the sequence of events from the images. Identification of the sequence of events may be based on each image of the first image set being contextually relevant to the sequence of events.

Abstract: A fallout engine performs fallout handling for workflows in deploying a cell site and helps to ensure that any errors in operations performed in earlier stages are addressed before moving onto a later stage. The fallout engine identifies the occurrence of one or more errors that occur during a pre-check before execution of the stage, during the execution of the stage, or a post-check after execution of the stage. The fallout engine determines the occurrence of an error, determines the appropriate party/component to remedy the error, and can re-starts the workflow at the point of the error, or before the error.

Abstract: A machine may include a frame and a lift system. The lift system may include a lift arm attached to the frame. The lift arm may be configured to actuate between a raised position and a lowered position. The lift system may include a roller attached to the frame. The machine may include a power unit including an energy storage unit and a power unit housing containing the energy storage unit. The power unit housing may include an engagement element configured to engage the power unit housing with the lift arm. The power unit housing may include a cam element, projecting from the power unit housing, configured to slidably engage with the roller during actuation of the lift arm.

Abstract: Certain aspects of the present disclosure provide techniques for quasi-model (QML) relation indication and configuration for artificial intelligence (AI)/machine learning (ML) air interface operation. An example method, performed at a first wireless node, generally includes transmitting, to a second wireless node, an indication that a first machine learning (ML) model shares one or more properties with at least a second ML model; and utilizing at least the first ML model to communicate with the second wireless node.

Abstract: Ionizable cationic lipids, methods for synthesizing the same, intermediates useful in synthesis of the ionizable cationic lipids and methods of synthesizing the intermediates are disclosed. The ionizable cationic lipids are useful as a component of lipid nanoparticles (LNP), which in turn can be used for the delivery of nucleic acids into cells in vivo or ex vivo. LNP compositions are also disclosed, including LNP comprising a functionalized lipid to enable conjugation of a binding moiety, and targeted LNP (tLNP), that is an LNP in which a binding moiety has been conjugated to the functionalized lipid and can serve as a targeting moiety to direct the tLNP to a desired tissue or cell type.

Abstract: Examples described herein include systems, methods, instructions, and other implementations for data security with integrated installment payment systems. In one example, account security system receives a checkout communication that includes data describing a validated checkout system of a merchant system. A client token is transmitted in response to an authentication that the checkout communication is from the validated checkout system, and an account communication including the client token and secure client information is received from a client device. An installment payment communication associated with the secure transaction is received from a system other than a merchant system involved in the transaction. The secure transaction is then facilitated following receipt of the installment payment communication.

Abstract: A camera apparatus acquires an input color image of an agricultural field and generates a first binary mask image from the input color image. The first binary mask image includes one or more foliage masks indicative of a presence of one or more foliage regions in a field-of-view with a first accuracy level. One or more morphology operations are applied to remove noise in the first binary mask image and one or more image regions that meet a defined criteria to be considered as foliage are identified. An output binary mask image of foliage mask is generated, which is set as a ground truth to train a custom neural network model in a training phase. The trained custom neural network model is operated to detect one or more other foliage regions in a new color image captured by the camera apparatus in a real time or near real time.

Abstract: A camera apparatus including a central processing unit configured to capture raw image sensor data of a field-of-view of an agricultural field, concurrently execute a plurality of different image transformation operations in a single pass on the captured raw image sensor data to obtain a processed image output, based on an one-time read of pixel values of the captured raw image sensor data and push the processed image output in a shared memory accessible to a plurality of application nodes in the camera apparatus. The camera apparatus includes a graphical processing unit configured to cause the plurality of application nodes to concurrently access the processed image output from the shared memory to detect one or more foliage regions or one or more crop plants in the processed image output.

Abstract: A fallout engine performs fallout handling for workflows in deploying a cell site and helps to ensure that any errors in operations performed in earlier stages are addressed before moving onto a later stage. The fallout engine identifies the occurrence of one or more errors that occur during a pre-check before execution of the stage, during the execution of the stage, or a post-check after execution of the stage. The fallout engine determines the occurrence of an error, determines the appropriate party/component to remedy the error, and can re-starts the workflow at the point of the error, or before the error.

Abstract: Methods, systems, and devices for wireless communications are described. A wireless device may establish a radio resource control (RRC) connection over a wireless local area network (WLAN) link. For example, the wireless device may transmit a packet to an access point or WLAN termination that includes an RRC container including an RRC message for establishing (e.g., setting up, resuming) a connection with a centralized unit (CU). In some examples, the wireless device may additionally or alternatively be configured with dual connectivity over a WLAN link, including the addition, modification, and release of nodes associated with different radio access technologies. In such cases, the CU may configure connectivity with the WLAN, where the CU may configure a port number for each radio bearer via an RRC message transmitted over a direct link with the wireless device (e.g., via a distributed unit) or via the WLAN link.

Abstract: A method for automatically detecting and evaluating experience data associated with an experience journey to identify and adjust an action that is taken to improve customer experience is provided. In some embodiments, the method includes generating performance data associated with the experience journey from the experience data using a machine learning model. The method further includes determining the action to be taken based on analyzing the performance data. The method further includes collecting new experience data responsive to the action having been taken and training the machine learning model using the new experience data. The method further includes updating the performance data and the action to be taken based on training the machine learning model.

Abstract: Present disclosure relates to management of artificial intelligence systems by identifying root cause of reduced performance and/or failure in computing systems, and particularly relates to systems and methods for detecting a drift in supervised and unsupervised machine learning (ML) models. The system retrieves current dataset corresponding to output of supervised ML models and unsupervised ML models. Further, the system segregates the current dataset based on requirement of a drift detection model and applies a plurality of drift detection models to the segregated dataset to generate predictive results corresponding to the current dataset. Furthermore, the system determines errors in predictive results by comparing predictive results to reference values associated with current dataset. Additionally, the system detects the drift in supervised ML models and unsupervised ML models based on determined errors being above a threshold value.

Abstract: A switch for a downhole tool features a circuit board having a plurality of push connectors and a container for enclosing the circuit board, the circuit board making electrical connection in the container by pushing the circuit board into the container, or by pushing electrical connectors into the container.

Abstract: Systems and methods are described for caching content items. At least first and second content items are stored in a cache. A determination is made as to whether there is common content between the first content item and the second content item. In response to determining that there is common content between the first content item and the second content item, at least a portion of one of the first content item and the second content item is deleted. A request for the common content is received. In response to receiving the request for the common content, the common content is retrieved from the other of the first content item and the second content item.

Abstract: A perforation assembly includes a perforation tool and a propulsion unit coupled to the perforation tool, the propulsion unit comprising an impeller and a protective structure disposed around the impeller.

Abstract: A system for creating a target audience group includes receiving a request from a user interface screen, to create a target audience group from among users of an organization associated with a cloud computing environment, where the request including selected values for a plurality of categories of data associated with the users of the organization. Upon receiving the request; the method creates an audience targeting definition for the target audience group that includes the plurality of categories of data and their selected values and stores the audience targeting definition to a data store. Next, one or more data sources of the cloud computing environment are queried to identify users for which values for the categories of data corresponds with the selected values and a list of those users is stored in a different data store.

Abstract: An apparatus for an application function (AF) includes a communication interface and a processor operably coupled to the communication interface. The processor is configured to receive, via the communication interface, network slice identification and media service identification across slices for a media service. The processor is also configured to manage a service corresponding to the network slice identification to a user equipment (UE). The processor is further configured to receive, via the communication interface, expected media service policy information from the UE. In addition, the processor is configured to identify policy information corresponding to each of the slices, respectively. The processor is also configured to transmit, via the communication interface, the policy information corresponding to each of the slices, respectively.

Abstract: Techniques for network routing border convergence are described. Backup paths for external connections for a network are established and provide for a temporary path for network traffic during network routing convergence, preventing traffic loss at network border nodes.

Abstract: An electronic device comprises a heat source and a heat distribution structure coupled to the heat source to distribute heat generated by the heat source during operation of the electronic device.