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CONCEPT

Orphaned Knowledge

The Polanyian name for AI-generated output—information produced without the personal commitment, tacit engagement, or evaluative connoisseurship that transforms data into knowledge: judgment without a judge, understanding without someone who understands.
Knowledge requires a knower. This is Polanyi's foundational claim in Personal Knowledge, and it is the claim that AI-generated output most systematically violates. A scientist who publishes a finding commits herself to it: she stakes her reputation, her career, her intellectual identity on the claim she makes. The commitment is not a flaw in the knowledge—a residue of human ego that a better method would eliminate. It is what gives the knowledge its epistemic weight: the guarantee that someone with something to lose has evaluated the output with the full force of her personal judgment before submitting it to the judgment of others. The AI-generated brief, analysis, diagnosis, or design has no such parent. No one has staked herself on it. No one has evaluated it against the tacit standard of excellence that connoisseurship applies. It arrives in the world bearing all the marks of authority—smooth prose, organized structure, confident tone—and none of its substance. The information is real. The knowledge is orphaned: produced without
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