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Speed without rigor is just confident guessing

Natural-language interfaces make it trivial to produce a chart. They do not make that chart correct. The danger of the AI era is not slow answers — it’s fast, plausible, wrong ones delivered with total confidence.

The fix is to let AI draft and let the semantic layer verify. Generated queries should run through the same tested definitions and guardrails as everything else, so velocity never comes at the cost of truth.