feat(rag): close eval pipeline with live snapshots

eval/rag-retrieval/seed-docs/rag-l0-domain-entity-hint.md

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+---
+title: RAG L0 Domain Entity Hint
+keywords: [L0 keyword matching, final retrieval result, domain detector, entity extractor, metadata filter]
+summary: Define L0 as a query transformation hint layer instead of final retrieval evidence.
+category: rag
+source: rag-l0-domain-entity-hint
+breadcrumb: RAG > L0 > Domain Entity Hint
+kb_scope: rag-eval
+covers: [l0 hint, query transformation, metadata filter]
+when_to_retrieve: Use when a question asks whether L0 should decide final retrieval or only provide hints.
+---
+
+# RAG
+
+## L0
+
+### Domain Entity Hint
+
+L0 keyword matching should not decide the final retrieval result.
+In the modular RAG pipeline, L0 behaves like a lightweight domain detector and entity extractor.
+
+The output can provide:
+
+1. Candidate domain hints.
+2. Matched entities and keywords.
+3. An optional metadata filter for the first vector retrieval attempt.
+
+Final evidence still comes from L1 vector retrieval, post-retrieval normalization, rerank, and context packing.
+The important terms are domain detector, entity extractor, and metadata filter.