News Ingestion and Semantic Correlation

The dashboard strategy calls for geopolitical and news ingestion, but a robust system must distinguish automated discovery from editorial interpretation.

Core Ideas

PipelineIngest, deduplicate, classify, correlate, review, annotate, and publish as separate stages.

ConfidenceShow whether a signal is machine-suggested, editor-reviewed, contested, stale, or rejected.

Reader safetyDo not use automation to imply prophetic certainty from current events.