#sql
2 articles
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Databricks ai_decide Is Not an LLM -- And That's the Point
Databricks shipped a SQL function that makes structured decisions on unstructured data in sub-second latency. It returns probabilities, not paragraphs. Here's why that distinction matters more than it sounds.
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How We Cut LLM Token Usage by 90% in SQL Migration Using AST Compression
Feeding 200K-character SQL files to an LLM is expensive and unreliable. We built TOON — a compact AST notation that gives the model structural awareness at a fraction of the token cost.