Search advertising largely monetized the query.
A historical commentary on conversational advertising, decision context, role provenance, disclosure, and inspectable separation of interests.
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HumanAIInteraction
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As local AI systems become more persistent, named, memory-bearing, and emotionally present, one safety problem moves from cloud UX into private ownership.
A boundary document for adult-owner dependency and D4 detection in private local-first c-nodes, including structural non-claims under full local sovereignty.