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Ad hoc queries over the full Call Report substrate. Type a question in English; get named institutions with the same rigor and traceability as the standing cohort artifacts. Follow-up questions refine the prior query — "limit to Texas" or "tighten the threshold to 400". Numbers come from the deterministic substrate; narration comes from Claude. The AI never computes a value.
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