Systems and methods for multidimensional data structuring and visualization

A system for multidimensional data indexing, the system comprising:

• a graph database configured to store a plurality of graphs, each graph comprising nodes, edges, node attributes, and edge attributes;
• and
• a computing device including:
• at least one processor and memory operably coupled to the at least one processor, instructions that, when executed, cause the at least one processor to implement:
• a large language model (LLM) configured to receive a plurality of documents from a user,
• a graph building engine configured to generate an initial graph including first keywords for the plurality of documents,
• wherein the LLM is further configured to:
• receive, from the user, a knowledge area comprising a specific domain field, a research goal comprising at least one task, and a desired result comprising a final vision associated with the research goal,
• generate a system message template for a keywords query, and
• embed the knowledge area, the research goal, and the desired result to the system message template to create a system message,
• an agent configured to translate a query of the plurality of documents into a first vector query of the LLM to generate first keywords and translate the system message into a second vector query of the LLM to generate second keywords, and
• wherein the graph building engine is further configured to:
• determine a difference in keywords between the first keywords and the second keywords wherein the difference includes at least one keyword that is in the first keywords but not in the second keywords or at least one keyword that is in the second keywords but not in the first keywords, and
• rebuild the graph including adding at least one new connection between nodes of the graph based on the difference in keywords.