How to Use Freshness Signals to Prevent Outdated AI Advice
When advice changes over time, freshness signals like clear dates in content and revision notes help both readers and AI tell current guidance from outdated advice. Adding visible update cues improves AI accuracy and reduces the chance that old recommendations get repeated as if they were still true.