Abstract: A method for generating an hallucination-free, retrospectively verified document on a specific subject begins with a processor receiving an original query related to the specific subject. The processor then apples a system query refiner and a user query to the original query to generate a refined query. Next, the processor generates an embedding of the refined query and applies the embedding to a vector database containing vector representations of data objects in a big data source to determine a similarity between the embedding and the vector representations. The processor then applies the refined query and the most similar vectors to a large language model, applies the large language model to the big data source, generates the verified document using data objects from the big data source, and returning the verified document and an identification for each data object.

Abstract: A mobile robotic arm system includes a mobile platform; a lifting mast mounted to the mobile platform; a generator on the mobile platform for powering electric and electronic components on the mobile platform; a hydraulic power unit mounted to the mobile platform for providing hydraulic power to the lifting mast; and a multi-axis robotic arm mounted on the lifting mast and powered by at least one of the generator and the hydraulic power unit. The system can be configured for off-grid operations wherein 3DCP operations can be conducted using solely components and materials on the mobile platform.

Abstract: A method for generating an hallucination-free, retrospectively verified document on a specific subjects includes receiving an query related to the specific subject; generating a refined query from the query by applying a system query refiner and a user query refiner to the original query; generating an embedding of the refined query; applying the embedding to a vector database containing vectors representing data objects in the big data source; determining a similarity between the embedding and the vector representations. The method further includes applying the refined query and one or more most similar vectors to a large language model, applying the large language model to the big data source, and generating the verified document using data objects from the big data source, and returning the verified document and an identification for each of the data objects.

Abstract: An artificial intelligence (AI) method includes a processor receiving, from a human user, a query on an external database; performing transformations on the query to produce a refined query; generating an embedding of the refined query; and generating a system prompt and a user prompt based on the refined query. The processor then applies the embedding to a vector database by executing a similarity routine to identify discrete vectors in the vector database most similar to the embedding, and collects the most similar vectors for application to a large language model. Next, the processor applies the most similar vectors, the refined query, and the system and user prompts to a large language model to generate a comprehensive response to the query. The response includes a text document that is generated by execution of the large language model.

Abstract: Systems and methods for obtaining information about a deployment of a software application are disclosed. One system comprises a plurality of deployment servers running components of the software application deployment, a plurality of monitors associated with the deployment servers, and an analysis subsystem that generates requests for state metrics from the deployment, based on rules describing known problems with the software application. The analysis subsystem transmits each request for state metrics to a monitor associated with a deployment server that is associated with the request. The monitors are configured to receive the requests for state metrics from the analysis subsystem and collect the state metrics from one of the components of the software application deployment. The monitors, which can reside on the deployment servers or locally with respect to the analysis subsystem, can transmit the collected state metrics back to the analysis subsystem.

Abstract: Table data is stored by parsing the table data into columns of values, formatting each column into a data stream, and transferring each data stream to a storage device for storage as a continuous strip of data. The strip of data is stored as a file that is not structured as a series of pages. The formatting of the data stream may include compressing the column values to minimize the length of the data strip. A particular compression procedure may be used that derives a code for each value in the column from a number of occurrences of the value in the column and replaces the value in the data stream with the corresponding code.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: A system for modeling a distribution system to sell resources or license resources such as software on a usage basis, and for storing usage data or sales data reported from licensees and distributors and prepare reports or invoices therefrom. The system uses a centralized server which maintains a data structure which has data entries to: model entities such as vendors, licensees and distributors in the distribution system; record license terms; memorialize the existence of licenses; and store usage data for each resource by each licensee. This usage data is reported by agent programs on the computers of licensees. The server is programmed to provide an interface so remote users can access their data and other data to which access privileges exist and to receive uploaded usage data from the agent programs on the licensee computers.

Abstract: Table data is stored by parsing the table data into columns of values, formatting each column into a data stream, and transferring each data stream to a storage device for storage as a continuous strip of data. The strip of data is stored as a file that is not structured as a series of pages. The formatting of the data stream may include compressing the column values to minimize the length of the data strip. A particular compression procedure may be used that derives a code for each value in the column from a number of occurrences of the value in the column and replaces the value in the data stream with the corresponding code.