Abstract: Techniques for real-time expense auditing and machine learning are disclosed. An expense auditing system trains a machine learning model to compute audit risk scores as a function of expense descriptions. The auditing system receives an expense description associated with an employee. The expense auditing system computes, using the trained machine learning model, an audit risk score associated with the expense description. The expense auditing system compares the audit risk score with an audit trigger. The audit trigger includes one or more conditions that, when satisfied, identifies expense descriptions that are at risk of being audited. The expense auditing system determines that the audit risk score satisfies the audit trigger. Responsive to determining that the audit risk score satisfies the audit trigger, the expense auditing system alerts the employee that the expense description is at risk of being audited.

Abstract: A system may use a large language model (“LLM”) to generate a data pipeline. The system can receive a natural language query and a selection of a plurality of data sets for generating a data pipeline and generate a prompt comprising at least: the natural language query, indications of the plurality of data sets, an indication of a format of a first computer language, and an indication of available data transformations. The system can transmit the prompt to an LLM and receive, from the LLM, a response to the prompt in the format of the first computer language. The system can parse the response in the first computer language to identify at least an indication of one or more recommended data transformations. The system can generate, based on the indication of the one or more recommended data transformations, the data pipeline using a second computer language.

Abstract: The invention relates to proteins that contain the CD4 domain 1 and the CD4 domain 2 (CD4 D1D2), wherein the CD4 D1D2 contains one or more mutations compared to wild-type human CD4 D1D2, and to methods of using the proteins for treating a human immunodeficiency virus (HIV) infection in a subject.

Abstract: Methods, systems, apparatuses, devices, and computer program products are described. A flow generation service may receive a natural language input that indicates instructions for automating a task according to a first process flow. Using a large language model (LLM), the flow generation service may decompose the natural language input into a set of elements (e.g., logical actions) and connectors, where the LLM may be trained on first metadata corresponding to a second process flow that is created manually by a user. In addition, using the LLM, the flow generation service may generate second metadata corresponding to each of the set of elements based on decomposing the natural language input. The flow generation service may sequence and merge the set of elements to generate the first process flow. In some examples, the flow generation service may send, for display to a user interface of a user device, the first process flow.

Abstract: An articulated arm coordinate measuring machine includes an arm having multiple segments and an end assembly. The end assembly has multiple accessory interfaces that allow multiple accessories to be coupled to the end assembly. The accessory interfaces are configured to allow the accessories to be repeatably interchanged between the accessory interfaces.

Abstract: Wearable devices for sensing neuromuscular signals using a small number of sensor pairs are disclosed. One example wrist-wearable device a band. The band includes a plurality of sensors arranged in the band configured to be worn on a wrist of a user, the plurality of sensors configured to sense electrical signals travelling through the wrist of the user and to output signals comprising information indicating a movement of the wrist, a hand, and/or fingers of the user. The band further includes one or more processors configured to determine a gesture of the user based at least in part on the information indicating the movement of the wrist, the hand, and/or the fingers of the user. The one or more processors are further configured to output a flag that identifies the determined gesture.

Abstract: An occlusion clip comprising: (a) a spring; (b) a first runner including a first open top and a first open end adjacent the first open top, the first runner including a first interior camming surface partially delineating a first interior cavity that is open by way of the first open top and the first open end; (c) a second runner including a second open top and a second open end adjacent the second open top, the second runner including a second interior camming surface partially delineating a second interior cavity that is open by way of the second open top and the second open end, where the spring is configured to be coupled to the first runner and the second runner, where the first interior cavity is configured to receive a first portion of the spring, where the second interior cavity is configured to receive a second portion of the spring, where the first camming surface is configured to engage a first cam of the spring, and where the second camming surface is configured to engage a second cam of the sprin

Abstract: Wearable devices for sensing neuromuscular signals using a small number of sensor pairs are disclosed. One example wrist-wearable device includes eight pairs of neuromuscular-signal sensors. Each pair of neuromuscular-signal sensors is positioned over a portion of a wrist of a user while the wrist-wearable device is worn by the user. Each pair of neuromuscular-signal sensors further includes a first and second electrodes configured to be used as a differential sensor of neuromuscular signals travelling through the wrist of the user, and electrical signal-processing circuitry configured to amplify and filter neuromuscular signals received from the first and second electrodes to produce processed neuromuscular signals. The wrist-wearable device also includes a shared ground electrode configured to ground both the first and second electrodes.

Abstract: Implementations of the disclosed subject matter may provide a method of retrieving a data record including historic utility bill statements of a customer, determining a historic energy usage rate of the customer based on the retrieved data record, and determining whether the customer is eligible to subscribe to a community solar energy generating system based on geographic location of the community solar energy generating system, the determined historic energy usage rate of the customer, and the customer's geographic location. The method may determine an allocation of energy produced by the community solar energy generating system when the eligible customer is enrolled in a subscription to the community solar energy generating system. The method may generate a customer data record for the user based on credits for the allocation of energy of the community solar energy generating system and receiving energy from another energy generating system.

Abstract: Disclosed are devices, system, and method for mitigating wind damage to satellite antennas and for reducing the amount of ballast required to secure the satellite antennas. The device, system, and method include a mast on which an antenna may be affixed, a pivot gear capable of rotating between two or more positions, and a tension force or retention force on the pivot gear. A load force applied to the antenna creates a risk of damage proportional to the load force. The antenna system is capable of transitioning from a first orientation into a second orientation when the load force exceeds tension force or retention force, or the sum thereof, such that the antenna system experiences a reduced load force and therefore a reduced risk of damage. The device, system, and method also reduce the amount of ballast required to secure a non-penetrating antenna installation against tipping or sliding.

Abstract: Implementations of the disclosed subject matter may provide a method of retrieving a data record including historic utility bill statements of a customer, determining a historic energy usage rate of the customer based on the retrieved data record, and determining whether the customer is eligible to subscribe to a community solar energy generating system based on geographic location of the community solar energy generating system, the determined historic energy usage rate of the customer, and the customer's geographic location. The method may determine an allocation of energy produced by the community solar energy generating system when the eligible customer is enrolled in a subscription to the community solar energy generating system. The method may generate a customer data record for the user based on credits for the allocation of energy of the community solar energy generating system and receiving energy from another energy generating system.

Abstract: Wearable devices having a primary and secondary power source are disclosed, wherein the secondary power sources are located in links of a band portion of the wearable device and the secondary power sources provide a secondary source of power beyond that provided by the primary power source. One exemplary wrist-wearable device includes a centralized processor pod having a primary power source, a wireless communication radio, and one or more sensors. The exemplary wrist-wearable device further includes a band with a plurality of links. Each of the plurality of links can include a secondary power source. The exemplary wrist-wearable device further includes communicative pathways that can be configured to convey at least power and data between the links and centralized processor pod. The communicative pathways can be configured to convey power from the secondary sources of power to the centralized processor pod beyond the power provided by the primary power source.

Abstract: A rejuvenation and massage device is provided for treating mucosa tissue, such as vaginal tissue, affected by Vaginal Relaxation Syndrome (VRS) or other conditions, through vibration, thermal loading, and light emittance for a duration of time. In one embodiment, the device is an insertable device that includes Low-Level Laser Light (LLLT) therapy to treat the vaginal tissue. The light emittance by one or more light emitters is in a range sufficient to provide therapeutic effects through light radiation. To enhance the therapeutic effects of light radiation provided by the device, the device is configured to provide increased energy density into target tissue of vaginal muscles though a light configuration component (e.g., a focusing component, such as a concave lens assembly, a convex assembly, a pre-lensed light emitter or other focusing optical mechanism) associated with the light emitter that concentrates the light emitted from the light emitter.

Abstract: An antenna includes a folding mechanism for configuring the antenna into at least one of a first configuration and a second configuration. When in the first configuration, the antenna is configured for operational use. When in the second configuration, the antenna is configured for shipping in a package. A locking apparatus secures the antenna in either configuration. The folding mechanism and the locking mechanism configure the antenna into the first configuration. A method for preparing for shipment an antenna having a reflector with a width, a height, and depth, a backing structure coupled to the reflector, a first swivel plate, coupled to the backing structure, a feed arm bracket coupled to the first swivel plate, and a feed arm coupled to the feed arm bracket. The first swivel plate facilitates yaw rotations of the feed arm bracket, relative to the backing structure.

Abstract: A system for growing plants and monitoring the growth of plants, comprising a gardening system and a server. The gardening system comprises a frame that defines a housing for receiving a tray of plants. The gardening system also has a lighting subsystem and watering subsystem to provide light and water to the plants. Sensors and cameras of the gardening system may capture data corresponding to the conditions of the gardening system and health of the plant. Based on the captured data, the server may use machine learning to determine optimal plant growing thresholds, and may send a control command to a controller of the gardening system to change one or more conditions of the gardening system. The plants grown by the system may be nutritious, and the bioavailability of the nutrients of the plants may be increased.

Abstract: A rejuvenation and massage device is provided for treating mucosa tissue, such as vaginal tissue, affected by Vaginal Relaxation Syndrome (VRS) or other conditions, through vibration, thermal loading, and light emittance for a duration of time. In one embodiment, the device is an insertable device that includes Low-Level Laser Light (LLLT) therapy to treat the vaginal tissue. The light emittance by one or more light emitters is in a range sufficient to provide therapeutic effects through light radiation. To enhance the therapeutic effects of light radiation provided by the device, the device is configured to provide increased energy density into target tissue of vaginal muscles though a light configuration component (e.g., a focusing component, such as a concave lens assembly, a convex assembly, a pre-lensed light emitter or other focusing optical mechanism) associated with the light emitter that concentrates the light emitted from the light emitter.

Abstract: A new cultivar of Heuchera plant named ‘MS2020’ that is characterized by its young foliage that is bronze in color and mature foliage that is bronzy green-yellow in color with veins that are similar in color to the leaf lamina, its good winter hardiness with hardiness at least to U.S.D.A. Zone 4, and its strong garden performance.

Abstract: A new cultivar of Heuchera plant named ‘PP2020’ that is characterized by its foliage that is gray-green to grey in color with dark green veins on the upper surface and purple in color on the lower surface that become more purple in late summer and fall, its cold winter hardiness at least to U.S.D.A. Zone 4, and its strong garden performance.

Abstract: A new cultivar of Heuchera plant named ‘PP2020’ that is characterized by its foliage that is gray-green to grey in color with dark green veins on the upper surface and purple in color on the lower surface that become more purple in late summer and fall, its cold winter hardiness at least to U.S.D.A. Zone 4, and its strong garden performance.

Abstract: A new cultivar of Heuchera plant named ‘MS2020’ that is characterized by its young foliage that is bronze in color and mature foliage that is bronzy green-yellow in color with veins that are similar in color to the leaf lamina, its good winter hardiness with hardiness at least to U.S.D.A. Zone 4, and its strong garden performance.