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LLMs should compile SQL, not generate it, for auditable enterprise AI

By PulseAugur Editorial · [2 sources] ·

Two articles propose treating SQL generation by LLMs not as a direct output, but as a compilation target. This approach aims to ensure deterministic and auditable SQL queries, similar to how C compilers produce assembly language. By focusing the LLM on translating natural language into structured intent, and a separate compiler on generating dialect-specific SQL, the system guarantees either a correct query or a clear error, avoiding the pitfalls of 'plausible but wrong' outputs. AI

IMPACT This approach could lead to more reliable and auditable AI systems in regulated industries by ensuring deterministic SQL outputs from LLMs.

RANK_REASON The cluster discusses a conceptual shift in how LLMs should interact with SQL for enterprise AI, drawing parallels to compiler design, rather than announcing a new product or research breakthrough.

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

LLMs should compile SQL, not generate it, for auditable enterprise AI

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The cluster discusses a conceptual shift in how LLMs should interact with SQL for enterprise AI, drawing parallels to compiler design, rather than announcing a new product or research breakthrough.
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2 independent sources
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product, infra
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High
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9 days old
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COVERAGE [2]

  1. dev.to — LLM tag TIER_1 English(EN) · Yogendra Sharma ·

    SQL as a Compiler Target: The Future of Governed Enterprise AI

    <p>Every text-to-SQL tool treats SQL as the thing being generated.</p> <p>That's the mistake. SQL isn't the answer — it's the assembly language underneath one.</p> <h2> Nobody asks a compiler to try </h2> <p>A C compiler doesn't produce probably-correct assembly. It either compil…

  2. dev.to — LLM tag TIER_1 English(EN) · Nilesh Kumar ·

    What Is a Semantic Compiler? Deterministic SQL for AI

    <p>"Semantic layer" describes where something sits. "Semantic compiler" describes what it does.</p> <p>The second one is falsifiable, which is why we use it.</p> <h2> Map it onto a compiler you already know </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Compi…

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