⭐⭐⭐⭐⭐ Great breakdown! The distinction you drew between representation (OKF) and retrieval + generation (RAG) clears up a lot of common confusion. I especially liked the emphasis on how metadata and YAML frontmatter can enrich contextual relevance without overcomplicating the stack. Your practical comparison really grounds the theory and proves that clean knowledge curation is what truly unlocks reliable RAG pipelines. Excellent write-up—looking forward to seeing how OKF adoption evolves in agentic workflows!