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The Semantic Debt Trap: Why AI Cannot Query Your Raw Data Lakehouse

Agents shouldn't write raw SQL against your lakehouse for any number that ends up in a board report. Your lakehouse holds your data. It doesn't hold what your business means by it. The benchmarks point the same way, with caveats. In a 2023 data.world benchmark (43 business questions on an insurance schema, zero-shot), GPT-4 writing SQL got 16.7% right. Through a knowledge graph of the same data…

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