Create a structured intake form that forces specificity: source link, date, jurisdiction, counter‑signal, and expected shelf life. Tag by domain and persona relevance. Annotate what would falsify the signal. This discipline prevents wishful thinking, speeds verification, and builds a searchable memory that compounds insight across coverage areas.
Adopt version control for datasets and copy, maintain citation manifests, and require public‑facing change notes on major forecast updates. Readers appreciate visible ownership and corrections. Internally, a clean audit trail reduces friction between reporters and editors, enabling faster greenlights when markets move and accountability when forecasts underperform.
Use AI to summarize hearings, cluster filings, or suggest related archives, but insist on human‑in‑the‑loop review for interpretations, probability assignments, and headlines. Maintain a model card describing limitations and drift checks. Train staff to spot hallucinations, and never let automation obscure the provenance or context behind consequential claims.
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