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Don't let the model write SQL: designing an MCP server around a semantic layer

Ask an LLM with a warehouse connection for last week's ROAS and you get an answer in seconds. It is confident, nicely formatted, and often wrong. The model doesn't know which attribution model your company reports with, whether "revenue" means gross or net, what counts as a new customer, or how con…

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  1. 2026-11-09 11:41 · DEV Community — AI
    Don't let the model write SQL: designing an MCP server around a semantic layer

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