Abstract: The present technology pertains to a generative response system (“system”) that includes generative inference engines (“engines”) on each of which multiple fine-tuned models can be simultaneously loaded. A controller determines the order in which requests for respective fine-tuned models are queued/batched. Requests for currently loaded models (e.g., models currently on an engine) are processed first. Requests for a model that is not currently loaded are processed after swapping the model onto an engine, according to a caching hierarchy, to replace a long-dormant (or infrequently used) model. After being swapped off the inference engine, a system copy of the long-dormant model is maintained in system memory (e.g., CPU RAM) for easy retrieval in case the model is subsequently requested. After not being requested for an extended time, the system copy of the long-dormant model is removed and only a network copy is maintained in network storage.

Abstract: The present technology pertains to a fine-tuned generative response engine that accepts multi-modal inputs include text and one or more images. A training set for fine-tuning the engine/model (e.g., a machine learning model) can be received via an application programming interface (API) call to an API. The training set includes inputs having input images associated with input text. Further, for supervised learning the training sets can include output text (e.g., completions that are the desired generated responses). The API call can indicate a base model (or previously fine-tuned model) to be fine-tuned. The API can cause a fine-tuned model to be trained based on the base model and the training set and can return a name for the fine-tuned model. To use the fine-tuned model to generate a response to a prompt, a subsequent API call includes the name and the prompt.

Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for utilizing a reinforcement fine-tuning pipeline to fine tune an agent machine learning (ML) model utilizing user-defined grader endpoints and/or external tools with a multi-layer security architecture. For example, the disclosed systems can utilize a multi-layer security architecture to filter incoming training datasets, perform content refusal checks, chain-of-thought leak detections, and/or governance oversights prior to training the agent ML model, during active training of the agent ML model using external tools and/or grader models, and/or during post-training of the agent ML model (prior to releasing a fine-tuned snapshot of the model).

Abstract: A method of optimizing attribute information of a product attribute stored in a product database is provided. The product database includes update information comprising a time that the attribute information has last been updated and correction history information including recorded samples of new attribute information. The attribute information is used as a security measure in a self-checkout purchasing system to confirm that a purchased product is the same product identified by the system after identification information of the product is input by a user of the system. The method includes conducting a query of the database for any products having said update information older than a predetermined period of time, having correction history information, and where the history information includes a plurality of recorded samples greater than a predetermined amount. The query establishes a query result, whereby revised attribute information is then calculated using the plurality of the recorded samples as data.

Abstract: Methods and reagents for determining the genotoxicity of a compound based on genomic responses to contact therewith are provided.

Abstract: Methods of treating and preventing bone loss and/or enhancing bone formation are disclosed. The methods utilize 15-lipoxygenase inhibitors. These molecules can be delivered alone or in combination with agents which inhibit bone resorption or additional agents that regulate calcium resorption from bone or enhances bone accumulation. The invention additionally provides methods of diagnosing a predisposition to bone loss.

Abstract: A variable diameter sprocket including a support and at least three radially movable sprocket portions mounted to the support. A diameter changing mechanism is provided to selectively move the sprocket portions.

Abstract: A capacitor dropping power supply is disclosed wherein diode power dissipation is avoided due to the unique combination of the diode with the capacitive dropping power supply coupled with a silicon control rectifier (“SCR”). Thus, internal power dissipation is minimized when power is not needed by the load by shorting out the diode. This is accomplished in the form of a voltage regulator wherein a zener diode is used to turn on the SCR when the output voltage exceeds a predetermined level. The SCR provides a shunt switching operation, shunting input current and providing a sufficient amount of power to supply the load and shorting out voltages above a set amount. As a result, there is a power savings when power is not being supplied to the load.

Abstract: Human aggrecanase and polypeptides related thereto, as well as nucleic acid compositions encoding the same, are provided. The subject polypeptides and nucleic acid compositions find use in a variety of applications, including research, diagnostic, and therapeutic agent screening applications. Also provided are methods of inhibiting aggrecanase activity in a host and methods of treating disease conditions associated with aggrecanase activity, e.g. rheumatoid arthritis, osteo-arthritis, infectious arthritis, gouty arthritis, psoriatic arthritis, spondolysis, sports injury, joint trauma, pulmonary disease, fibrosis, and the like.

Abstract: A self-checkout system includes a first conveyor having a security tunnel which measures a characteristic of a product placed on the conveyor. A code identifying the product is first input into the system through UPC scanning or other input means, and then placed on the conveyor. When the characteristic of the product is measured (e.g., weight, height, width, length), it is compared to corresponding information within the system. If the data matches or is within a predetermined tolerance, the product is transported down the conveyor to a second conveyor, which further transports the product to a bagging area. When the customer is finished scanning products, an input device allows the customer to select self-payment through either cash, credit, debit, or other means (e.g., ebt, store credit and the like). Other features include automatic security tag deactivation and coupon redemption.

Abstract: A vehicle telemetry system allows remote access to information and services relating to the operation and performance of one or more vehicles. Information from a telemetry module mounted on a vehicle is received by an application service provider via wireless communication, where it is processed by one or more computer servers. Users then access the computer servers through various means, such as the Worldwide Web, in order to obtain various telemetry data relating to the vehicle(s).

Abstract: A method of optimizing attribute information of a product attribute stored in a product database is provided. The product database includes update information comprising a time that the attribute information has last been updated and correction history information including recorded samples of new attribute information. The attribute information is used as a security measure in a self-checkout purchasing system to confirm that a purchased product is the same product identified by the system after identification information of the product is input by a user of the system. The method includes conducting a query of the database for any products having said update information older than a predetermined period of time, having correction history information, and where the history information includes a plurality of recorded samples greater than a predetermined amount. The query establishes a query result, whereby revised attribute information is then calculated using the plurality of the recorded samples as data.

Abstract: A self-checkout system includes a first conveyor having a security tunnel which measures a characteristic of a product placed on the conveyor. A code identifying the product is first input into the system through UPC scanning or other input means, and then placed on the conveyor. When the characteristic of the product is measured (e.g., weight, height, width, length), it is compared to corresponding information within the system. If the data matches or is within a predetermined tolerance, the product is transported down the conveyor to a second conveyor, which further transports the product to a bagging area. When the customer is finished scanning products, an input device allows the customer to select self-payment through either cash, credit, debit, or other means (e.g., ebt, store credit and the like). Other features include automatic security tag deactivation and coupon redemption.

Abstract: A heating appliance such as an electric heating blanket having a control circuit which controls the application of power to the heating element of the blanket based on the condition of the heating element. The circuit senses the voltage at the end of the heating element in order to determine if the heating element has a short or an open circuit condition therein. Under normal conditions, the sensed voltage will be above a predetermined threshold value. If the sensed voltage falls below the threshold value, the control circuit shuts off power to the heating element. The control circuit will keep power off until the fault condition has been corrected and power has been removed and reapplied to the control circuit.

Abstract: A variable ratio drive system including at least one variable diameter sprocket is described herein. The variable diameter sprocket includes a support and at least three radially movable sprocket portions mounted to the support. A diameter changing mechanism is provided to selectively move the sprocket portions.

Abstract: A heating appliance such as an electric heating blanket having a control circuit which controls the application of power to the heating element of the blanket based on the condition of the heating element. The circuit senses the voltage at the end of the heating element in order to determine if the heating element has a short or an open circuit condition therein. Under normal conditions, the sensed voltage will be above a predetermined threshold value. If the sensed voltage falls below the threshold value, the control circuit shuts off power to the heating element. The control circuit will keep power off until the fault condition has been corrected and power has been removed and reapplied to the control circuit.

Abstract: A control for an electric heating device for adjusting the duration of the device's heating cycle in order to effectively compensate for variations in the operating voltage supplied to the device. The control includes a means for adjusting the duration of the heating cycle, wherein the adjustment means generates a control voltage for controlling the duration of the heating cycle that is a dynamic function of the magnitude of the operating voltage.