Digital network simulation and graph database formulation for use with a large language model

A method of formulating a desired network configuration graph database representative of a network, the method comprising:

• receiving network information regarding multiple devices, a connectivity of each device to other devices, and interface descriptions of the multiple devices;
• generating an existing network configuration graph database representative of the multiple devices, the interconnectivity of the multiple devices, and the interface descriptions;
• determining whether each interface description correctly describes the device and the connectivity of each device to other devices by comparing each interface description to an actual state of the corresponding device;
• in response to the interface description incorrectly describing the device or the connectivity of each device to other devices, generating an entry in an interface description database that includes identification information of the device, the incorrect interface description for the device, and a correct interface description for the device for each incorrect interface description;
• formulating the desired network configuration graph database representative of the multiple devices, the interconnectivity of the multiple devices, and correct interface descriptions for each device of the multiple devices;
• providing the desired network configuration graph database and a first prompt to a large language model;
• and
• determining, by the large language model, an output regarding the network and dependent upon the desired network configuration graph database.