KNOWLEDGE NOTES

Knowledge Notes

Explore curated knowledge, course notes and methods, with their existing content and sources preserved.

This index lists complete English editions. Additional Chinese notes and bilingual updates remain available in the Chinese index.

350knowledge notes
AI Engineering / Newtype

newtype · RAG in Practice and Knowledge Base Evolution

Huang Yihe 2024-03 → 2026-05 RAG practice. Early AnythingLLM/Open WebUI/Pinecone → Microsoft GraphRAG ($11 per query) → Cohere Command R+ → Milvus + MCP self-built vector database → 2026 Obsidian + NotebookLM final state. Key RAG optimization points / comparison of how different models handle RAG retrieval / document preprocessing / Embedding selection / Lao Huang's personal solution evolution

RAGKnowledge baseVector retrievalEnglish edition