Information from different market domains should remain attributable, time-aware and explicit about uncertainty.
Market, on-chain, macroeconomic, regulatory and news observations should remain attributable to the originating provider or publisher.
Real-time, updated, delayed, stale and unavailable states should be distinguished rather than collapsed into one status.
Information can be organized by domain and event type to support retrieval and comparison; classification alone does not make evidence predictive.
AI may support summarization, entity extraction, classification and contextual analysis where enabled, while remaining distinguishable from verified source facts.
Analysis should preserve assumptions, contradictions and uncertainty instead of presenting incomplete evidence as certainty.
Private research and signal conditions should remain separated from public informational content and subject to defined review thresholds.