Abstract: A cartridge for an aerosol provision system can include the cartridge and a control unit, and the system can include a vaporizer for vaporizing An aerosolizable material. The cartridge can include an air channel extending from an air inlet for the cartridge to an outlet via an aerosol generation region, and a reservoir for containing aerosolizable material for aerosolizing. The cartridge can further include an aerosolizable material level observation means for allowing a user to observe a level of aerosolizable material inside the reservoir. The aerosolizable-material-level observation means can include at least one contoured surface located on a surface of the cartridge to improve the visibility of the aerosolizable material level inside the reservoir due to the interaction of light with the contoured surface.

Abstract: A method and system for producing at least one byproduct from spent grains, such as Brewer's Spent Grains or Distiller's Spent Grains. In one embodiment, the spent grains are preserved via a preservation treatment before being put through a cellulase treatment. The cellulase treated spent grains are then filtered to produce at least one byproduct.

Abstract: A system for account mapping includes functionality for obtaining more than one labeled accounts labeled by more than one accountant; pre-processing more than one labeled accounts using natural language processing, using the more than one pre-processed labeled accounts to train an account mapping model that performs multinomial classification; receiving an account name from an accounting application where the account name includes a text label for an account included in a chart of accounts; generating an account mapping by applying the account mapping model to the account name, where the account mapping includes a type of the account, a sub-type of the account, a code, and a series associated with an accounting form; returning the account mapping to the accounting application through an Application Programming Interface (API); and receiving a corrected account mapping from an accountant and using the corrected account mapping as a new text label to incrementally update the account mapping model.

Abstract: A method identifies a plurality of product categories by applying a categorization model to product data that includes product names and product descriptions. The product data is obtained from internal sources and external sources. The method creates a knowledge graph for a plurality of business entities from inputs that include the plurality of product categories, published data that includes merchant categorizations, and geographical data. The method generates cohort clusters of similar business entities by applying a clustering algorithm to the knowledge graph. The method uses the cohort clusters to learn a first extrapolation model for predicting inventory. And the method provides access to the first extrapolation model to predict inventory level at a specific point in time. The access is provided via a merchant application that runs on an online merchant platform.

Abstract: The compression resistant package for wall and ceiling tile includes a first container having a box portion and a cover. An L-shaped corner protection member is provided inside the box portion at each of the tour corners of the box portion. Each of the L-shaped corner protection members have two intersecting legs that respectively extend alongside predetermined portions of the interior wall surfaces of the box portion. The corner protection members have a height that extends upwardly from the floor of the box portion to the height of the walls of the box portion. The corner protection members are formed of a compression resistant material that prevents any overlying containers from imposing pressure on a stack of tiles inside the first container when the stack height of the tiles inside the first container is less than the height of the corner protection members.

Abstract: A method identifies a plurality of product categories by applying a categorization model to product data that includes product names and product descriptions. The product data is obtained from internal sources and external sources. The method creates a knowledge graph for a plurality of business entities from inputs that include the plurality of product categories, published data that includes merchant categorizations, and geographical data. The method generates cohort clusters of similar business entities by applying a clustering algorithm to the knowledge graph. The method uses the cohort clusters to learn an extrapolation model for predicting inventory. The method makes a prediction as to the inventory level using the extrapolation model for a user of the merchant application. The method determines a confidence level for the user and orders additional inventory for the user without further input, if the confidence level is above a specified threshold.

Abstract: A method to configure a software solution may include receiving a first specification of a type of configuration data items and a second specification of system selected user attributes associated with the type of configuration data items, and receiving a configuration data item that is used to configure a first localized version of the software solution. The method may further include receiving a contributing user attribute specification that specifies a first user attribute and a second user attribute of the system selected user attributes, and generating a search tag assigned to the configuration data item. The method may further include receiving a search request to search the configuration data items, selecting, in response to the search request, the configuration data item based on the search tag, and configuring, in response to selecting the configuration data item, a second localized version of the software solution based on the configuration data item.

Abstract: A method to configure a localizable software solution, which includes receiving a search request to search a requested type of configuration data items, accessing a first configuration data item of the requested type, in response to the search request, scanning contents of the first configuration data item to identify a key within the first configuration data item, accessing, by resolving the key within the first configuration data item and based on the at least one user attribute, a second configuration data item of a second type, generating a custom configuration data item by replacing, within the first configuration data item, the key with the second configuration data item, and returning the custom configuration data item to a configuration engine. The configuration engine localizes the localizable software solution using the custom configuration data item.

Abstract: A system includes (i) a configuration service executing on a computer processor and configured to select, based on a user attribute of a user, a configurable user interface, and select, based on the user attribute of the user, a configurable workflow, (ii) a contribution management system that generates a statistical measure of a plurality of users by tracking the plurality of users using the plurality of configurable user interfaces and the plurality of configurable workflows to perform a task according to a geographical region of the user, and verifies the configurable user interfaces and the configurable workflows based on the statistical measure, and (iii) a computer server configured to perform a task by at least receiving, via the configurable user interface, a user input, and executing, based on user input and according to the configurable workflow, multiple functional engines of the software solution.

Abstract: A system for account mapping includes functionality for obtaining more than one labeled accounts labeled by more than one accountant; pre-processing more than one labeled accounts using natural language processing, using the more than one pre-processed labeled accounts to train an account mapping model that performs multinomial classification; receiving an account name from an accounting application where the account name includes a text label for an account included in a chart of accounts; generating an account mapping by applying the account mapping model to the account name, where the account mapping includes a type of the account, a sub-type of the account, a code, and a series associated with an accounting form; returning the account mapping to the accounting application through an Application Programming Interface (API); and receiving a corrected account mapping from an accountant and using the corrected account mapping as a new text label to incrementally update the account mapping model.

Abstract: A method to configure a software solution may include receiving a first specification of a type of configuration data items and a second specification of system selected user attributes associated with the type of configuration data items, and receiving a configuration data item that is used to configure a first localized version of the software solution. The method may further include receiving a contributing user attribute specification that specifies a first user attribute and a second user attribute of the system selected user attributes, and generating a search tag assigned to the configuration data item. The method may further include receiving a search request to search the configuration data items, selecting, in response to the search request, the configuration data item based on the search tag, and configuring, in response to selecting the configuration data item, a second localized version of the software solution based on the configuration data item.

Abstract: A system includes (i) a configuration service executing on a computer processor and configured to select, based on a user attribute of a user, a configurable user interface, and select, based on the user attribute of the user, a configurable workflow, (ii) a contribution management system that generates a statistical measure of a plurality of users by tracking the plurality of users using the plurality of configurable user interfaces and the plurality of configurable workflows to perform a task according to a geographical region of the user, and verifies the configurable user interfaces and the configurable workflows based on the statistical measure, and (iii) a computer server configured to perform a task by at least receiving, via the configurable user interface, a user input, and executing, based on user input and according to the configurable workflow, multiple functional engines of the software solution.

Abstract: The compression resistant package for wall and ceiling tile includes a first container having a box portion and a cover. An L-shaped corner protection member is provided inside the box portion at each of the tour corners of the box portion. Each of the L-shaped corner protection members have two intersecting legs that respectively extend alongside predetermined portions of the interior wall surfaces of the box portion. The corner protection members have a height that extends upwardly from the floor of the box portion to the height of the walls of the box portion. The corner protection members are formed of a compression resistant material that prevents any overlying containers from imposing pressure on a stack of tiles inside the first container when the stack height of the tiles inside the first container is less than the height of the corner protection members.

Abstract: A rotary cutting tool with an elongate body disposed about a longitudinal axis, the elongate body including a helical flute and a polycrystalline-diamond cutting tip. The cutting tip comprises an inner portion having an inner point angle and an outer portion having an outer point angle different from the inner point angle.

Abstract: A system to configure a software solution involves a system that includes (i) a configuration service executing on a computer processor and configured to select, based on a user attribute of a user, a configurable user interface from multiple configurable user interfaces of the software solution, and select, based on the user attribute of the user, a configurable workflow from multiple configurable workflows of the software solution, (ii) a computer server configured to perform a pre-determined task by at least receiving, via the configurable user interface, a user input, and executing, based on user input and according to the configurable workflow, multiple functional engines of the software solution, and (iii) a data repository configured to store the multiple configurable user interfaces and the multiple configurable workflows.

Abstract: A method to generate a regulatory filing workflow for a geographical region. The method includes displaying a regulatory filing form to a user in the geographical region, displaying a user attribute list identifying user attributes from the BMAs used by the user, receiving, from the user and in response to displaying the regulatory filing form and the user attribute list, a user input that specifies a rule for determining input data of the regulatory filing form based at least on user attributes, and generating, based at least on the user input, regulatory filing report metadata including a specification for generating a regulatory filing report by completing the regulatory filing form based at least on the rule, where the regulatory filing workflow includes generating and filing the regulatory filing report to satisfy the regulatory requirement specific to the geographical region.

Abstract: A system for account mapping includes functionality for obtaining more than one labeled accounts labeled by more than one accountant; pre-processing more than one labeled accounts using natural language processing, using the more than one pre-processed labeled accounts to train an account mapping model that performs multinomial classification; receiving an account name from an accounting application where the account name includes a text label for an account included in a chart of accounts; generating an account mapping by applying the account mapping model to the account name, where the account mapping includes a type of the account, a sub-type of the account, a code, and a series associated with an accounting form; returning the account mapping to the accounting application through an Application Programming Interface (API); and receiving a corrected account mapping from an accountant and using the corrected account mapping as a new text label to incrementally update the account mapping model.

Abstract: A system to configure a software solution involves a system that includes (i) a configuration service executing on a computer processor and configured to select, based on a user attribute of a user, a configurable user interface from multiple configurable user interfaces of the software solution, and select, based on the user attribute of the user, a configurable workflow from multiple configurable workflows of the software solution, (ii) a computer server configured to perform a pre-determined task by at least receiving, via the configurable user interface, a user input, and executing, based on user input and according to the configurable workflow, multiple functional engines of the software solution, and (iii) a data repository configured to store the multiple configurable user interfaces and the multiple configurable workflows.