fix: enforce assistant data quality disclosures
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@@ -8417,6 +8417,11 @@ Validation evidence:
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was suggested. The system contract now mandates estimate wording, forbids
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causal/forecast claims not present in context, uses deterministic temperature
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zero and requests plain text. Full readiness remained green at 617 tests.
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- Assistant context now carries explicit measurement quality for current and
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historical values. A deterministic response guard prepends the estimate
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limitation whenever an answer discusses estimated population data, while the
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model prompt forbids independent averages, rates and derived trends. Focused
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tests and full readiness passed with 619 backend tests.
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Known limitations:
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- Water volume remains unavailable until a governed depth/bathymetry source is
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