Developer ditches vector RAG for Markdown knowledge graph, cutting hallucinations ~95%

A developer building AI for a complex ERP app abandoned vector-retrieval RAG in favor of a documentation-first architecture using structured Markdown, knowledge graphs, and Claude CLI, reporting roughly 95% fewer hallucinations.

2026-11-07 ~ 2026-11-07 · 2 related posts

• Replacing vector-search RAG with Markdown docs + knowledge graphs on Claude CLI — Shivam__kumar · 2026-11-07
• Dev replaces vector-search RAG with Markdown + knowledge graphs via Claude CLI, claims ~95% fewer hallucinations — Shivam__kumar · 2026-11-07