●builderYou get a RAG architecture that skips costly LLM indexing calls while supporting context aggregation at multiple granularities for long documents.
●researcherThe attention-guided tree construction offers a trainable alternative to heuristic chunking with multi-granularity retrieval as a testable design axis.