Abstract: A computing system for generating verbose tax category descriptions includes a computing device with processing circuitry configured to identify defined tax categories. For each defined tax category, the processing circuitry is configured to extract source text data associated with the defined tax category, generate embeddings representing the source text data, and store the source text embeddings in a vector database. The processing circuitry is further configured to receive an instruction requesting a verbose tax category description of an indicated tax category, generate instruction text embeddings, and query the vector database with the instruction text embeddings to identify a subset of matching source text embeddings. The processing circuitry is further configured to retrieve matching source text data, generate a prompt for a generative language model, input the prompt into the model to generate verbose tax category description text, and output the verbose tax category description text.

Abstract: A method for communication management includes detecting addresses of peer nodes (34) belonging to a service layer (30) of a distributed application running on a computer network (22). Responsively to the detected addresses, filtering of communication traffic transmitted by client computers (26) is actuated so as to limit access by the client computers to the distributed application.