Abstract: Methods, systems, and computer-readable storage media for receiving user input representative of user selection of a set of decision elements to be included in a workflow task UI and a data object, each decision element being associated with a decision identifier, the workflow task UI including a container component and metadata, the container component storing parameters of the application at run-time, the metadata including logic that is executable within a view of the container component during run-time, during run-time use of the application: displaying the workflow task UI, and receiving user input to a decision element within the view of the container component, and in response, passing a decision identifier associated with the decision element from the container component to the metadata, and executing at least a portion of the logic of the metadata to update the decision identifier with a workflow backend to complete the task.

Abstract: A system for facilitating a mortgage fulfillment process between a mortgage processor computing device and a borrower computing device is provided. The system comprises a mortgage operations module of the server and a borrower interface module of the borrower computing device that are configured to allow for communication and display of an identification of a plurality of required mortgage application documents, association of one or more data files with one or more of the plurality of required mortgage application documents, and communication of the one or more associated data files from the borrower computing device to the server. An indicia that the one or more data files were received by the server may be displayed on the borrower computing device and/or the mortgage processor computing device. A method for implementing the processes described herein is also provided.

Abstract: A method and system for automated continuous validation for regulatory compliance of CS with dynamic component. On identification of learning in the CS, a User Acceptance Testing (UAT) is performed using automated test cases of varying types in accordance with what-if scenarios and synthetic data generated using a unique approach. Thereafter, a base validation testing of the CS is performed with clean data (positive scenarios of outcome of the CS) and dirty data (negative scenarios) by conducting repeatability, stability (consistency) and reliability checks. The base validation testing is then followed by learning saturation testing on only if the dynamic component is validated, is rolled out in production environment else is rolled back to the earlier version.

Abstract: A task allocation method and apparatus are provided. The method includes: receiving orders of merchandises stored on shelves; determining a merchandise picking time of each merchandise of the received orders; determining an order picking time for each received order according to the merchandise picking time of each merchandise; determining an order set according to the order picking time for each received order, and selecting orders from the order set as target orders; locating shelves on which merchandises in the target orders are stored; obtaining merchandise status of the merchandises in the target orders, and determining a target shelf according to the merchandise status; allocating, a picking task of the merchandises to the target shelf; determining a picking workstation corresponding to the target shelf; instructing the target shelf to move to the picking workstation to execute the picking task, and to leave the picking workstation after the picking task is completed.

Abstract: Techniques for planning resources using block and route information are described. In an example, a computing system determines a demand for item transportation expected during a planning horizon. The computing system determines information about a pre-planned transportation resource available during the planning horizon and costs associated with the pre-planned transportation resource. The computing system uses an optimization model to determine a block having a time length, a tour to transport, during the block, a first portion of the demand using the pre-planned transportation resource, and a second portion of the demand to be transported using an on-demand transportation resource. The computing system indicates, to a first computing device of the pre-planned transportation resource, an assignment of the block to the pre-planned transportation resource.

Abstract: A method that includes receiving a request to generate a data package for deployment in a target database environment. The request may indicate a first set of data objects from a first configuration associated with a source database environment. The method may further include determining a second set of data objects that are related to the first set of data objects based on the request and on a mapping between the first set of data objects and the second set of data objects. The method may further include transmitting an indication of the second set of data objects to a user at a user interface. The method may further include receiving a selection of one or more data objects from the second set of data objects for inclusion in the data package. The method may further include generating the data package based on the selection.

Abstract: A method comprising generating, during multiple user sessions of a first user with a software application, first clickstream data from the multiple user sessions, and extracting, from the first clickstream data, a first plurality of task instances of the first user performing a first plurality of tasks. The method also includes decomposing, from the first clickstream data, each task instance of the first plurality of task instances into a first plurality of steps to obtain a first plurality of decomposed task instances. The first plurality of steps in the first plurality of decomposed task instances are each associated with a timestamp. The method further includes training a first user model with the first plurality of decomposed task instances to learn a user optimal order to perform the first plurality of tasks and presenting, to the first user, the user optimal order to perform the first plurality of tasks.

Abstract: The presented agricultural apparatus was developed for peoples in undeveloped countries, peoples affected by the changing climates to reduce water usage and reduce electricity usage, bringing more water retention in the soils used for growing food all year round, for heating and cooling purposes of food and peoples living areas. The presented apparatus is used with a generation of electricity apparatus that utilizes a plurality of solar photo voltaic panels in a rack mounting structure utilizing various apparatus as a means for increasing water irrigation, reduce water usages, and reduce electricity usage costs and supply at a specific spatial point area. The apparatus was developed as a means to help people in rural un developed areas as well as cities and industrial growing areas. Also included in the apparatus system is a means for an autonomous Virtual Currency related split payments apparatus for a mining aspect of rewarded distributions to poverty, animal, wildlife and environment beneficiaries.

Abstract: A graphical workflow definition and management tool enables administrators and other authorized users to implement a workflow process that can be used to evaluate project submissions or other applications that require step-by-step process completion. The steps required to navigate through the workflow are first defined. Inputs, outputs, and actions, including conditional criteria, can be specified for the steps. The flow of control between the individual steps in the workflow is mapped out; changes to the status of a project submission can cause a submission to migrate to a succeeding step in the workflow. A “sandbox” testing environment allows changes to any aspect of the workflow to be safely evaluated without affecting live data. Conflicts between production and test workflows are identified and intelligently resolved.

Abstract: Systems, apparatuses, and methods for order fulfillment by community delivery. A method for product delivery comprises detecting a presence of a user device of a store customer associated with a customer profile at a location associated with a store location based on a location sensor, identifying a delivery community associated with the customer profile from a plurality of delivery communities in the community database, identifying available community delivery orders associated with other members of the delivery community in an order database, instructing a pickup order fulfillment system to prepare the one or more community delivery orders for pickup by the store customer, and providing delivery instructions for the one or more community delivery orders.

Abstract: A dynamic code generation process with configurable connections and variables for extraction, transformation, and load (ETL) processing and validation is disclosed. A code generator loads an input requirement document and a configuration file, and generates workflows, database objects, and parameters. Database code is deployed in a database, ETL code is deployed in an ETL repository, and server code is deployed in an ETL server. A code validator reads the ETL code from the ETL repository and the database code from the database, and performs in-built stage unit testing. The code validator performs a quality check, metadata validation, definition comparisons, and outputs validation results.

Abstract: The embodiments of the specification disclose an online data acquisition method and system, The method includes that: an acquisition terminal generates a first data acquisition module online according to a preset rule, and sends the first data acquisition module to multiple first target terminals; after receiving the first data acquisition module online, the multiple first target terminals feed back multiple pieces of first data online in first preset time, and return the multiple pieces of fed back first data to the acquisition terminal online; and the acquisition terminal performs online analysis based on the multiple pieces of received first data. According to the method provided in the application, it is ensured that survey is performed in real time, and a survey result may be analyzed without any delay.

Abstract: A system and a method are provided for a direct to store supply chain to bring high volume, bulk space products directly from suppliers, manufacturers, and vendors to retail locations, thereby bypassing retailer distribution centers. The system comprises an order management and invoicing system configured to facilitate demand signals from retail locations to manufacturers and vendors of desired products. A routing optimization system is configured to continually optimize an aggregate of orders so as to produce lowest-cost shipping solutions. A tracking and notification system is configured to provide manufacturers with clear tracking visibility of en-route deliveries once they leave manufacturing facilities.

Abstract: A software-based process modeling tool is provided that labels and links a plurality of activities forming part of a process that is being modeled include a recommendation engine. With the modeling tool, the activities are each represented as a node in the graphical user interface. A recommendation engine is polled with information characterizing the labeled activities and their corresponding links to obtain a plurality of ranked recommendations for an unlabeled node representing a next activity in the process for selection by a user. The recommendation engine applies the information characterizing the labeled activities and their corresponding links to a plurality of rules each having a corresponding confidence value. The plurality of rules is generated using a plurality of rule templates as applied to a plurality of historical processes each comprising a plurality of labeled and linked activities.

Abstract: A process for recommending a fleet of industrial vehicles comprises receiving, via a user interface, input variables concerning a warehouse configuration and operational variables concerning a fleet configuration. Instances of a warehouse model, an operations model, vehicle specifications, and workflow parameters are created where the workflow parameters are established workflow models derived from the warehouse configuration and vehicle specifications. A workflow model is simulated using kinematic models of the vehicles by defining a workflow model defining tasks of the industrial vehicles within an environment associated with performance of an operation, wherein the workflow model is based on the workflow parameters and associating the tasks with the kinematic models, which incorporate cutback curves. The kinematic model is applied to the workflow model based upon travel paths of the workflow model to determine results.

Abstract: An example method includes receiving, by a computational assistant executing at one or more processors, a representation of an utterance spoken at a computing device; identifying, based on the utterance, a task to be performed by the computational assistant; responsive to determining, by the computational assistant, that complete performance of the task will take more than a threshold amount of time, outputting, for playback by one or more speakers operably connected to the computing device, synthesized voice data that informs a user of the computing device that complete performance of the task will not be immediate; and performing, by the computational assistant, the task.

Abstract: Disclosed is a method, system, and computer program product for implementing adaptive business workflows, where the context is coordinated with a hierarchy. The adaptive workflow may include conditional stages that are also coordinated with the hierarchy.

Abstract: A ballot drop box adapted to collect voting ballots. The drop box is a shell having an interior and an exterior. A chute is used by the voter to deposit their ballot. Within the drop box is a scale which collects the deposited ballot from the chute. The scale determines if a single ballot has been deposited or multiple ballots. Based on this determination, the ballot(s) are sent to an “acceptable” bin within the box or to a “further investigation needed” bin. An alternative embodiment marks the she submitted ballot(s) allowing a later determination if the ballots have been “stuffed”.

Abstract: A method for workforce scheduling by a computer system is provided. The method includes receiving a first workforce schedule describing initial assignments of a plurality of workers to a plurality of shifts, each shift comprising one or more work activities, each work activity comprising an activity and a time interval, and storing the first workforce schedule in a memory. The method also includes receiving a cell size associated with each activity, and determining a quantity of workers in each work activity associated with each activity in the first workforce schedule. The method further includes determining cell size violations by dividing the quantity of workers assigned to each work activity by the cell size for the activity associated with the work activity. The method also includes modifying the first workforce schedule to minimize cell size violations, resulting in a second workforce schedule, and storing the second workforce schedule in the memory.

Abstract: A system and method for workforce scheduling using dynamic capacity ranges are provided. A capacity model associates distances of locations within a service area from a depot with a series of appointment time windows such that appointment time windows having a relatively greater amount of available worker capacity are associated with a greater range of distances than appointment time windows having a relatively smaller amount of available worker capacity. After a distance from the depot to a location of an appointment to be scheduled is determined, appointment time window suggestions are automatically produced based on which appointment time windows as defined in the capacity model are associated with the location of the appointment to be scheduled. As capacity changes due to bookings, the capacity model is dynamically updated. A system and method for workforce routing, based at least in part on using dynamic capacity ranges, are also provided.

Abstract: A computer-implemented method and system for process schedule reconciliation receives a scheduling model and an initial schedule for reconciliation, where the initial schedule includes projected plant data. Current plant data is imported into the system. The current plant data and projected plant data is processed using mathematical modeling techniques to identify event boundaries, stream flowrates associated with tanks and process units. The system builds an optimization model applying identified event boundaries, stream flowrates and pre-determined constraints along a period of time that includes priority slots to reconcile the projected plant data of the initial schedule with the current plant data, and then solves the optimization model to develop a reconciled schedule.

Abstract: A network of computing devices connected to the central AOG management server execute the process of collecting data from a crew with a maintenance controller, supporting the creation of an unique electronic data package to record the data, submitting a maintenance requests from the server to independent mechanics mobile devices and/or maintenance repair and overhaul (MRO) computing systems for maintenance using the collect data, supporting maintenance control center controller to identify the needed materials for the events, providing visibility of the case solution progress to all parties involved and/or effected and providing ways to retrieve all data related to specific cases and creating analyses and reports to support Vehicles Operators (e.g., Airlines), independent mechanics, MROs (maintenance repair overhaulers), material providers and OEMs to improve their processes to solve events.

Abstract: A data analytics application receives a workflow that includes a sequence of tools. Each tool in the sequence performs a data analytics function. The data analytics application generates an interactive element for a tool in the sequence based on the data analytics function of the tool in the workflow. The interactive element is applied to the tool to update the workflow. The interactive element may be affiliated to the tool or be added into the analytics workflow as a new tool. The updated workflow is provided for processing a data file. The updated analytics workflow generates a result item representing an outcome of the processing of the data file. The interactive element applied to the tool is adapted to receive a user input and to trigger an operation of the tool based on the user input to generate a different result item.

Abstract: In some embodiments, a system for resource transportation comprises a routing command subsystem. In some embodiments, the routing command subsystem is configured to be communicably coupled to a first input device at a first location, the first input device configured to determine a first resource factor of a resource at the first location and a location input device associated with a transporter, the transporter configured to transport the resource, the location input device configured to determine a transporter location. In some embodiments, the routing command subsystem is further configured to change a first endpoint of a transporter route to a first alternate location based at least in part on the first resource factor and the transporter location.

Abstract: In some examples, extended reality based immersive project workspace creation may include obtaining sensing data from at least one sensor of a device worn by a user, and analyzing, based on the sensing data, an environment of the user. A plurality of insights associated with the user may be determined, and prioritized based on a plurality of prioritization criteria. An insight of the plurality of prioritized insights associated with the user may be rendered in the environment of the user. Further, the rendering of the insight may be controlled based on an interaction of the user with the rendered insight.

Abstract: Techniques are described for providing clients with access to events occurring during execution of defined workflows, such as under the control of a event monitoring service that is available to multiple subscribers, such as over one or more public networks. A configurable workflow service may automatically create events when a defined workflow executes, and, provide the events to the event monitoring service, which may respond to the generated events by taking various actions, such as providing event notifications, initiating workflow instances, etc.

Abstract: A compiler receives a description of a machine learning network (MLN) and generates a computer program that implements the MLN on a machine learning accelerator (MLA). To implement the MLN, the compiler generates compute instructions that implement computations of the MLN on different processing units (Tiles), and data transfer instructions that transfer data used in the computations. The compiler may statically schedule at least a portion of the instructions for execution by the Tiles according to fixed timing. The compiler may initially implement data transfers between non-adjacent Tiles (or external memories) by implementing a sequence of transfers through one or more intermediate Tiles (or external memories) in accordance with a set of default routing rules that dictates the data path. The computer program may then be simulated to identify routing conflicts. When routing conflicts are detected, the compiler updates the computer program in a manner that avoids the conflicts.

Abstract: A network system provides interventions to providers to reduce the likelihood that its users will experience safety incidents. The providers provide service to the users such as transportation. Providers who are safe and have positive interpersonal behavior may be perceived by users as high quality providers. However, other providers may be more prone to cause safety incidents. A machine learning model is trained using features derived from service received by users of the network system. Randomized experiments and trained models predict the effectiveness of various interventions on a provider based on characteristics of the provider and the feedback received for the provider. As interventions are sent to providers, the change in feedback can indicate whether the intervention was effective. By providing messages proactively, the network system may prevent future safety incidents from occurring.

Abstract: Data structures, graphical user interfaces, and computer-implemented processes for automation of project management. In an embodiment, data structures are used to associate items with colors and elements. A virtual design board in a graphical user interface can then be automatically or semi-automatically populated with items that are associated with selected color(s) and/or element(s). A user may associate one or more of the populated items with a project, such as a wedding event. The underlying application may be cloud-based and/or be capable of managing clients and projects, processing payments, managing inventory, providing distinct libraries, creating assemblies, automatically generating preparation lists, generating reports, managing contracts, managing interactions, applying machine learning to make predictions or classifications and/or automate tasks, and/or the like.

Abstract: A method of executing a topology includes deriving executable logic from the topology. The method of executing the topology further includes, with an LCM engine, executing the topology based on the executable logic.

Abstract: Methods, systems, and computer-readable media are disclosed herein for an application that optimizes the design element and workflow configuration of a target computer program. Generally, the application automatically displays preview images of graphical user interface in response to a user-input answer in a questionnaire, where the preview image accounts for design element and/or workflow impacts to the graphical user interface of the target computer program. The application also predicts performance indicators for target computer program that account for design element and/or workflow steps directly or indirectly selected through the user-input answers.

Abstract: Methods, systems and computer program products for shared content management systems that provide performance analytics pertaining to a project. Embodiments include establishing one or more network communication links between a content management system that manages a plurality of shared content objects and a plurality of applications that cause modifications to the shared content objects in accordance with workflows of the project. Iteraction events that correspond to modifications over the shared content objects are recorded such that interaction events associated with the plurality of applications are selected based at least in part on attributes associated with the interaction events. Relationships between the recorded interaction events such as time durations between certain of the interaction events are calculated. Project performance measurements are generated based on the calculations and/or based on other relationships between the interaction events.

Abstract: The management system for management support of a computer system, includes a holding means configured to hold information relating to an incident that has occurred previously in the computer system and a procedure for responding to the incident in association with each other, a first acquisition means configured to acquire information relating to an incident newly occurring in the computer system from a user, a second acquisition means configured to acquire, from the holding means, the procedure for responding to the previous incident corresponding to the newly occurring incident on a basis of the information acquired by the first acquisition means, and an update means configured to update the procedure for responding acquired by the second acquisition means on a basis of the acquired information.

Abstract: Disclosed is an electronic device including an intelligence function that reminds a user of a task to be performed, even though the user does not manually set a reminder and notifies the user whether the task has been completed. This intelligence function may be implemented in various applications, such as a reminder, a calendar, or an artificial intelligence assistant. Aspects of the disclosure may also increase business utilization of a care service. For example, the electronic device may be used to check the progress of housework of a sitter who cares for a person such as a child, an elderly parent, or a patient.

Abstract: A work operation analysis system 11 includes: a deviant operation analysis unit 114 that analyzes a work video obtained by photographing work of a worker on a work process basis and, in the case where a deviant operation different from normal work has been detected, identifies the occurrence timing of the deviant operation; a work video accumulation unit (a normal work video accumulation unit 117 and a deviant work video accumulation unit 118) that accumulates a normal work video obtained by preliminarily photographing normal work and a deviant work video obtained when the deviant operation occurred; and a display unit (a display input device 111) that displays the normal work video and the deviant work video having predetermined time including the occurrence timing of the deviant operation.

Abstract: Methods, systems, and apparatuses are described herein for the direct sharing and use of transaction data separately from transaction authorization processes. Transaction metadata associated with a transaction may be received and validated. Authorization information corresponding to the transaction may be received. The degree to which the transaction metadata is tested may be based on a predicted time of receipt of the authorization information. The transaction metadata and authorization information may be correlated. A computing device may determine whether to authorize the financial transaction based on the authorization information and the correlated transaction metadata. All or portions of the transaction metadata may be provided to one or more users after the transaction has been authorized or denied.

Abstract: An improved system and method for defining an event based upon an object location and a user-defined zone and managing the conveyance of object location event information among computing devices where object location events are defined in terms of a condition based upon a relationship between user-defined zone information and object location information. One or more location information sources are associated with an object to provide the object location information. One or more user-defined zones are defined on a map and one or more object location events are defined. The occurrence of an object location event produces object location event information that is conveyed to users based on user identification codes. Accessibility to object location information, zone information, and object location event information is based upon an object location information access code, a zone information access code, and an object location event information access code, respectively.

Abstract: Deep reinforcement learning techniques and provenance-based simulation are employed for resource allocation in a shared computing environment.

Abstract: A method and system that can be used to generate or modify a schedule using data indicative of a vehicle condition reported by a vehicle is described. A server receives a first computer network transmission (CNT) comprising data indicative of the vehicle and the vehicle condition, parses the first CNT to obtain the data indicative of the vehicle and the data indicative of the vehicle condition; determines, based on the data indicative of the vehicle, a computer network address associated with a repair shop having a client disposed at the address to display content of a scheduler application, and transmits to the client disposed at the address, a second CNT comprising data to cause the client to display as part of the content of the scheduler application served by computing server an alert indicator and parsed data indicative of the vehicle and the parsed data indicative of the vehicle condition.

Abstract: Examples of techniques for validation of approver identifiers in a cloud computing environment are described herein. An aspect includes receiving, by a processor, a template that defines a plurality of actions to be performed by the processor. Another aspect includes determining for a first action of the plurality of actions whether the template specifies a first user identifier under which to run the first action. Another aspect includes, based on determining that the template specifies the first user identifier, determining whether the template specifies a second user identifier to approve running of the first action under the first user identifier. Another aspect includes, based on determining that the template specifies the second user identifier to approve running of the first action under the first user identifier, validating whether the second user identifier has permission to approve the running of the first action under the first user identifier.

Abstract: A method is disclosed, as well as systems, performed by one or more processors, for interacting with data in a data repository. The method comprises receiving, in a data catalogue environment, a search request relating to one or more items in the data repository and determining an object type associated with the one or more items. Other operations comprise loading an object template in dependence on the determined object type, populating the template with data from the data repository in dependence on the search request to create an object view, and displaying the object view within the data catalogue environment. The data repository comprises a plurality of joined datasets, and wherein the object view comprises one or more links to items in a joined dataset.

Abstract: A system and method for creating and implementing data processing workflows using a distributed computational graph comprising modules that represent various stages within a data processing workflow. Each module represents one or more data processing steps, with some of the modules representing data processing performed by a cloud-based service and containing code for interfacing with the application programming interface (API) of that cloud-based service. A series of modules and their interconnections specify the workflow. Data is processed according to the workflow by implementing the data processing step represented by each module, some of which may access cloud-based data processing services. The result is that users can create complex data processing workflows that utilize cloud-based services to process data without having to know how to access the cloud-based data processing services, or even know that they exist.

Abstract: A computer system, computer program product, and a computer-implemented method for supplementing a data governance framework with one or more new data governance technical rules is disclosed. The method comprises providing a plurality of expressions and a first mapping. The expressions assign natural language patterns to technical language patterns. The first mapping maps first terms to data sources. A rule generator receives a new natural language (NL) rule comprising one or more natural-language patterns and one or more first terms. The rule generator resolves the new NL rule into one or more new technical rules interpretable by a respective rule engine and stores the one or more technical rules in a rule repository.

Abstract: Navigating a neighborhood using an interactive electronic map displayed on a graphical user interface (GUI) of a mobile software application executing on a wireless mobile computer device.

Abstract: Examples provide analyzing motion data. Worker specific sensor data is received and both a task and at least one worker movement based on the received worker specific sensor data are identified. At least one task threshold parameter associated with the identified task and ergometric data for a worker related to the identified task is retrieved and at least one worker specific task parameter based on the received worker specific sensor data is generated. The at least one task threshold parameter is compared with the at least one worker specific task parameter and the at least one worker movement is compared with the ergometric data for the worker related to the identified task. Worker specific task data is generated based on the comparison and a change for future worker movement is identified based on the comparison.

Abstract: An intermediate computer hosts a tax return preparation application and generates an interview screen presented to a preparer through a display of the preparer computing device executing a browser. In response, the preparer acquires images of tax documents to begin preparation of an electronic tax return, e.g., by sequentially taking photographs of tax documents using a camera of a mobile communication device, which transmits the images or results of image processing such as Optical Character Recognition(OCR) to the intermediate computer. The intermediate computer, as necessary, performs OCR processing and automatically populates a plurality of electronic tax forms with the first electronic tax data and the second electronic tax data. The electronic tax return may be completed by tax document imaging and manual corrections to OCR results as necessary, in contrast to traditional tax return preparation applications structured according to a pre-determined and programmed sequence of interview screens.

Abstract: Disclosed are various embodiments for resolving conflicts between workflows in a workflow processing system. A plurality of workflows stored in a workflow queue are evaluated to identify a common dependency of the plurality of workflows. Then, a version hierarchy is created for the common dependency of the plurality of workflows, the version hierarchy identifying multiple versions of the common dependency. In response to execution of a first one of the plurality of workflows stored in the workflow queue, the version hierarchy can be evaluated to identify the most recent version of the common dependency. Then, installation of the most recent version of the common dependency can be initiated.

Abstract: Disclosed herein are methods and system for redistributing bulk material across a geographical area. A method for providing bulk material for a wellbore operation, the method comprising: forming a logistical model database to determine bulk material required for an at least one wellsite located in a geographical area; acquiring bulk material from a distribution center; verifying the bulk material acquired; and transporting bulk material for the wellbore operation. A method for providing bulk material for a wellbore operation, the method comprising: determining demand for bulk material across a geographical area; collecting data throughout a life cycle of bulk material; transmitting collected data to an off-site network comprising an adaptive machine; analyzing collected data via the off-site network thereby producing an output; providing bulk material to a wellsite based on output.

Abstract: A system and method for a restaurant-as-a-service system, comprising one or more database(s), a cluster manager, and a platform which provides restaurants automated, multiple-domain spanning, intelligent business predictions and optimizations leveraging modular, highly integrable microservices which perform various domain-specific functions and tasks to enhance restaurant operations and patron experience. The cluster manager may intercept data requests and algorithmically forward requests to the appropriate microservice operating on an available cluster of computing devices.

Abstract: An integrated supply platform system may include a blockchain database maintained by a blockchain network having a plurality of nodes. A plurality of tokens may be maintained in the blockchain database. The system may include smart contracts describing a deal between one or more users, and the smart contracts may be configured to transfer at least one token between the users upon completion of the deal. The system may include communication logic which may be executable by a processor of a client device and configured to communicate data of the smart contract between the client device and the blockchain database. A virtual machine logic may be stored in a memory of a node of the blockchain network. The virtual machine logic may be executable by a processor of the node of the blockchain network and configured to incorporate the data of the smart contract into the blockchain database.