Thanks for the useful article. I'm building a hierarchy chunked graph document memory as the project knowledge base in my agentic runtime. After reading your articles I will pay more attention into semantic search and retrieval methods. I also started from linked MD documents, but they are too big and contaminate agent's context, so I moved on to the chunked graph model for more selective retrieval operations.