Learn to implement hypergraph construction and hypergraph transformers through complete code demonstrations for building hypergraphs from thousands of documents and creating multi-agent frameworks that integrate hypergraphs with large language models for advanced scientific reasoning and exploration, based on MIT research "Higher-Order Knowledge Representations for Agentic Scientific Reasoning" by Isabella A. Stewart and Markus J. Buehler.