Abstract: In an example embodiment, a solution is provided wherein a threshold used by a classifier in a first machine learning model is dynamically set by a second machine learning model. More particularly, the threshold may be selected from two or more different threshold settings, based on the output of the second machine learning model. This acts to improve the reliability of predictions made by the first machine learning model in certain use cases where circumstances not adequately captured by the first machine learning model can affect the accuracy of the threshold used by the first machine learning model.

Abstract: A first integrated circuit (IC) chip of a communication device includes a first communication interface that receives a first portion of an input data signal, a first forward error correction (FEC) decoder circuit that generates first error information regarding the first codeword symbols in the first portion of the input data signal, a second communication interface, and a first statistics generator circuit that generates error statistics information using a) the first error information and b) second error information received via the second communication interface. A second IC chip includes a third communication interface that receives a second portion of the input data signal, a second FEC decoder circuit that generates the second error information, the second error information regarding second codeword symbols in the second portion of the input data signal, and iii) a fourth communication interface that sends the second error information to the second communication interface.

Abstract: The present application is at least directed to a method including a step of receiving audio from a user. The method may further include a step of generating, via a trained encoder based upon the received audio, an audio embedding sequence. The method may even further include a step of receiving, via a trained large language model (LLM), the generated audio embedding sequence and a text embedding sequence. The text embedding sequence is arranged before or after the generated audio embedding sequence. The method may yet even further include a step of producing, via the trained LLM based upon text embedding sequence, a textual response associated with the audio received from the user. The method may still even further include a step of causing to display, via a user interface of the user, the produced textual response.

Abstract: A multi-lane integrated circuit transceiver device includes first and second integrated circuit dies having respective first and second pluralities of transmit block/receive block pairs. Each respective transmit block and each respective receive block in the first plurality of block pairs on the first die and the second plurality of block pairs on the second die includes respective digital clock generation circuitry. The device further includes digital clock distribution circuitry to distribute a digital clock signal output by one respective receive block, in one of the first and second pluralities of block pairs, to the transmit blocks in both of the pluralities of block pairs, for use as a baseline clock by the respective digital clock generation circuitry in each of the transmit blocks in both of the pluralities of block pairs. Where each plurality includes N block pairs, the two dies together form a single 2N-lane device.

Abstract: Described herein are systems and methods for real-time automated data indexing of resources across disparate electronic platforms, including automated data mapping and message translation for improved resource platform access. A cache may refresh (e.g., on a periodic basis) resource objects regarding resources and resource availability from each resource platform. The resources may include providers, and the information can include name/identifier, capabilities, type, availability, etc. unstructured responses obtained from calls to refresh the objects may be parsed and reformatted into a common format using platform-specific configurations, and then stored in a resource cache such that subsequent users can request the resource that is secured by interacting with the resource cache instead of the resource platform.

Abstract: A multi-lane integrated circuit transceiver device includes first and second integrated circuit dies having respective first and second pluralities of transmit block/receive block pairs. Each respective transmit block and each respective receive block in the first plurality of block pairs on the first die and the second plurality of block pairs on the second die includes respective digital clock generation circuitry. The device further includes digital clock distribution circuitry to distribute a digital clock signal output by one respective receive block, in one of the first and second pluralities of block pairs, to the transmit blocks in both of the pluralities of block pairs, for use as a baseline clock by the respective digital clock generation circuitry in each of the transmit blocks in both of the pluralities of block pairs. Where each plurality includes N block pairs, the two dies together form a single 2N-lane device.

Abstract: A source of a login attempt to a user account can be classified using machine learning. For example, a computing system can input user activity observations associated with one or more login attempts to one or more user accounts into a trained machine learning model. One or more distinguishing factors for the one or more login attempts can be received from the trained machine learning model. The computing system can determine a source of a current login attempt by applying a clustering algorithm to current values of the one or more distinguishing factors. The current values may be derived from current user activity observations associated with the current login attempt. The computing system can determine an authentication level for the current login attempt to the user account based on the source of the current login attempt.

Abstract: A first communication device receives a set of bits for transmission over a plurality of lanes of an optical communication link. The optical communication link includes a larger number of lanes than a number of lanes needed to support transmission at a particular clock rate to provide a maximum speed supported by the optical communication link. The first communication device multiplexes the set of data bits for transmission over respective lanes and transmits the multiplexed set of bits over the lanes to a second communication device. The first communication device uses the larger number of lanes for transmission of error correction code bits in addition to the set of bits at the particular clock rate over the plurality of lanes at the maximum speed supported by the optical communication link and/or uses the larger number of lanes to provide one or more redundancy lanes in the optical communication link.

Abstract: A therapeutic agent delivery device includes a disposable portion and a reusable portion that detachably carries the disposable portion. The reusable portion includes a drive mechanism. The drive mechanism thereby translates a syringe assembly of the disposable portion from a stowed configuration to a deployed configuration. A user input actuates the drive mechanism. The user input includes a first configuration and a second configuration prior to actuation. In the first configuration, the drive mechanism is inhibiting actuation of the user input, and in the second configuration the drive mechanism is permitting actuation of the user input. A method of moving a user input of a therapeutic agent delivery device is also described, including sensing aspects of the device prior to allowing the user input to be actuatable.

Abstract: A therapeutic agent delivery device includes a syringe assembly having a plunger, a drive mechanism, and a shuttle system coupled to a syringe of the syringe assembly. The drive mechanism includes a motor and a lead screw to engage the plunger, and a controller configured to facilitate movement of the shuttle system distally relative to the syringe assembly and movement of the syringe distally to extend a needle from the therapeutic agent delivery device. The lead screw can drive the plunger for drug delivery. Rotation of the lead screw after the plunger is driven can facilitate retraction of the lead screw from the plunger and facilitate movement of the shuttle system proximally and the syringe proximally relative to the syringe assembly. The drive mechanism and the shuttle system may be an integrated assembly.

Abstract: A therapeutic agent delivery device includes a disposable portion and a reusable portion that detachably carries the disposable portion. The reusable portion includes a drive mechanism having a guide, a rotary actuator, and a follower drivably coupled to the rotary actuator and movably coupled to the guide. The rotary actuator is actuatable to rotatably drive the follower, and the follower thereby follows the guide and translates the drive mechanism. The drive mechanism thereby translates a syringe assembly of the disposable portion from a stowed configuration to a deployed configuration.

Abstract: A multi-segmented lawn mower cutting blade and lawn mower including same. The blade may include a hub defining a rotational blade axis and an elongate arm. The arm includes: an origin connected to the hub; a first segment extending outwardly away from the hub in a first direction from the origin to a distal end of the first segment; and a second segment extending from the distal end of the first segment in a second direction, the second direction being different than the first direction. At least a portion of the arm forms a cutting surface configured to cut vegetation as the blade rotates about the blade axis.

Abstract: A therapeutic agent delivery device includes a disposable portion and a reusable portion that detachably carries the disposable portion. The reusable portion includes a drive mechanism having a guide, a rotary actuator, and a follower drivably coupled to the rotary actuator and movably coupled to the guide. The rotary actuator is actuatable to rotatably drive the follower, and the follower thereby follows the guide and translates the drive mechanism. The drive mechanism thereby translates a syringe assembly of the disposable portion from a stowed configuration to a deployed configuration.

Abstract: A source of a login attempt to a user account can be classified using machine learning. For example, a computing system can input user activity observations associated with one or more login attempts to one or more user accounts into a trained machine learning model. One or more distinguishing factors for the one or more login attempts can be received from the trained machine learning model. The computing system can determine a source of a current login attempt by applying a clustering algorithm to current values of the one or more distinguishing factors. The current values may be derived from current user activity observations associated with the current login attempt. The computing system can determine an authentication level for the current login attempt to the user account based on the source of the current login attempt.

Abstract: A build on-demand chassis with a universal bay system that can be assembled into different configurations to support different system requirements from end users includes positionable partitions and a bay support assembly for each set of devices. A controller communicates with a microcontroller unit (MCU) in each bay support assembly to determine a slot identifier and a type of device supported by the bay support assembly to provide greater flexibility in what configurations are possible. When a processor in the information handling system sends an instruction for a type of device, the controller knows the location and capabilities of the device and manages the communication.

Abstract: Described herein are systems and methods for real-time integration of resources across disparate electronic platforms, including automated data mapping and message translation for improved resource platform access. The embodiments provide technical solutions and technical improvements that overcome technical problems, drawbacks and/or deficiencies in the technical fields involving compatibility with multiple third-party APIs, unified access to data from multiple platforms, and efficient synchronization with multiple platforms. Technical solutions and technical improvements herein include aspects of improved API call normalization for scalable and flexible API calls that integrate with various platforms, proactive and/or real-time caching of data associated with the various platforms, and efficient orchestration of client queries, platform API calls and cache querying to answer the client queries most efficiently and quickly with up-to-date, synchronized data.

Abstract: Described herein are systems and methods for real-time automated data indexing of resources across disparate electronic platforms, including automated data mapping and message translation for improved resource platform access. A cache may refresh (e.g., on a periodic basis) resource objects regarding resources and resource availability from each resource platform. The resources may include providers, and the information can include name/identifier, capabilities, type, availability, etc. unstructured responses obtained from calls to refresh the objects may be parsed and reformatted into a common format using platform-specific configurations, and then stored in a resource cache such that subsequent users can request the resource that is secured by interacting with the resource cache instead of the resource platform.

Abstract: An apparatus includes a suction cup, a fitting, and a filter. The suction cup defines an interior cavity with a first opening and a second opening. The fitting is coupled to the suction cup. The fitting includes a first portion and a second portion. The first portion of the fitting defines a chamber. The second portion of the fitting is positioned within the interior cavity and is coupled to the first portion of the fitting to secure the first portion of the fitting to the suction cup. The filter is positioned within the chamber such that the suction cup and the fitting define a passage from the second opening, through the interior cavity, and through the chamber and the filter.

Abstract: An apparatus includes a bellows and a lip. The bellows defines an interior cavity. The lip is coupled to the bellows such that the lip is concentric with the bellows. The lip extends away from the bellows in a radial direction and in a vertical direction such that the lip forms a cup shape. The bellows and the lip define a passage from the lip through the interior cavity. The lip includes a rib on an outer surface of the lip such that the rib extends along the outer surface of the lip and away from the bellows in the radial direction and in the vertical direction.

Abstract: A source of a login attempt to a user account can be classified using machine learning. For example, a computing system can input user activity observations associated with one or more login attempts to one or more user accounts into a trained machine learning model. One or more distinguishing factors for the one or more login attempts can be received from the trained machine learning model. The computing system can determine a source of a current login attempt by applying a clustering algorithm to current values of the one or more distinguishing factors. The current values may be derived from current user activity observations associated with the current login attempt. The computing system can determine an authentication level for the current login attempt to the user account based on the source of the current login attempt.