Systems and methods for large language model-based characterization and detection of matches/mismatches in configuration files of connected devices

A method, comprising:

• retrieving, by a computer program executed by an electronic device, a plurality of configuration files, each configuration file associated with a connected electronic device in a computer network comprising a plurality of connected electronic devices;
• parsing, by the computer program, each of the plurality of configuration files into a plurality of sections and subsections;
• storing, by the computer program, the parsed plurality of configuration files to a database;
• retrieving, by the computer program, a plurality of the stored parsed plurality of configuration file from the database;
• generating, by the computer program, embeddings for the plurality of sections and subsections of the retrieved stored parsed configuration files;
• comparing, by the computer program, the embeddings of the plurality of sections and subsections of the stored parsed plurality of configuration files;
• and
• grouping, by the computer program, the plurality of connected electronic devices based on a similarity of the embeddings of their sections and subsections.

A method, comprising:

• retrieving, by a computer program executed by an electronic device, a plurality of configuration files, each configuration file associated with a connected electronic device in a computer network comprising a plurality of connected electronic devices;
• parsing, by the computer program, each of the plurality of configuration files into a plurality of sections and subsections;
• storing, by the computer program, the parsed plurality of configuration files to a database;
• retrieving, by the computer program, a first stored parsed configuration file for a first configuration file and a second stored parsed configuration file for a second configuration file from the database;
• generating, by the computer program, embeddings for the plurality of sections and subsections of the first stored parsed configuration file and the second stored parsed configuration file;
• matching, by the computer program, embeddings for the plurality of sections and subsections of the first stored parsed configuration file to the embeddings for the sections and subsections of the second stored parsed configuration file;
• and
• rebuilding, by the computer program, one of the plurality of sections or subsections of the first stored parsed configuration file or the second stored parsed configuration file in response to the section or subsection not matching.