Proxy‑Pointer RAG answers temporal queries without costly pre‑ingestion
Proxy‑Pointer RAG defers semantic processing until a query needs it, letting it answer temporal questions—e.g., corporate acquisition timelines—without the heavy pre‑compilation that LLM‑Wiki requires. This lazy approach cuts ingestion costs and keeps retrieval latency low while preserving document structure, making it a practical alternative for enterprise knowledge bases.