① a tree, no traversal→② score-based, both ways→③ LLM-guided instead→④ traversal learned→⑤ multimodal
- Two directions · up from the hit chunk, then down to the leaves under its parent
- Lost context is repaired at BUILD: ancestor titles are prefixed into every chunk before embedding