What Is Vectorless RAG? The Three-Stage Tree-and-Reasoning Architecture That Threw Out Embeddings

By Anubhav / May 3, 2026

PageIndex, hierarchical document trees, LLM-guided traversal, and the 98.7% FinanceBench result — how reasoning-based retrieval works, why…