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AssigneeEduworks Corporation
InventorsElaine Kelsey, Elliot Nicholas Robson, Sazzad Mahmud Nasir, Jeffrey Thomas Yarbro, Robert Oscar Robson, Lauren Elizabeth Egerton, Spencer Thomas Ward, Brendan Michael Kelly
Estimating the term…
Apparatus and methods are disclosed for implementing a copilot as a network of microservices including specialized large language models (LLMs) or other trained machine learning (ML) tools. The microservice network architecture supports flexible, customizable, or dynamically determinable dataflow. Compared to much larger competing LLMs, comparable or superior performance is achieved for certain tasks, while significantly reducing computation time and hardware requirements, even to a single compute node with a single GPU. Examples incorporate a qualification microservice to test data, destined for a downstream microservice, for conformance with the copilot's competency. A knowledge graph of a target domain is built, visualized, and pruned. The data is tested for conformance with the pruned domain representation and non-conforming data is discarded. Variations and additional techniques are disclosed.
A method of filtering data within a copilot, comprising:
One or more computer-readable media storing instructions which, when executed by one or more hardware processors, cause the one or more hardware processors to perform first operations comprising:
A system comprising:
Dependencies are inferred from the claim text.