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Not Embracing a Semantic Layer is Embracing Failure

As much as LLMs have improved in quality over the years, getting them to consistently write accurate SQL remains an unsolved problem. The BIRD text to SQL benchmark, the most popular in the space, has shown constant improvement in the ability of LLMs to write accurate SQL queries over the past few years. However, accuracy has not grown to the point where a nontechnical data user can ask a question and reliably get a correct answer without intervention. If the maintainer of a dataset has provided enough context to reliably calculate these metrics (say, with a metrics layer), then the likelihood of a correct answer increases.

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No SQL, No Problem

Agents used to be an enterprise feature. Even today, it's not uncommon for some tools to charge an extra monthly fee for AI add ons. But savvy users expect natural language interfaces as a default, not an upsell.

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We Need to Talk About ACP

Not enough folks are talking about Agent Client Protocol. ACP allows apps to integrate once for all the various LLM agent CLIs so users can pick their UI for their agent of choice.

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