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Row-level chunking serializes each row with schema context, fixing point lookups on tables under 10K rows. Grouped chunks by category suit medium tables, while hierarchical parent-child chunks enable drill-down. Agentic SQL routing handles aggregations RAG cannot, using Lambda and Athena.
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