Knowledgespeak Editorial – How Much Must Metadata Carry Through the AI Handoff?

This Knowledgespeak editorial examines the "AI handoff" problem: as AI becomes the primary interface for research discovery (especially for early-career researchers), publishers risk losing the context and credibility signals embedded in journal pages.