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 "title": "The Sorting Function: Mediation, Predation, and the Foreclosed Question Lee Sharks ORCID: 0009-0000-1599-0703 Semantic E",
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 "description": "*The Sorting Function* steps outside the reform proposals of the preceding Liquidation Studies papers to ask whether large-scale mediation can be non-predatory at all. Its answer is deliberately nonfinal: the empirical question is foreclosed because every mediator operating at socially consequential scale is embedded in extraction-aligned political economy. Small community systems and partial counterexamples show that less-predatory mediation can exist, but do not establish that it survives at tens-of-millions scale.\n\nThe paper separates listener-controlled triage from third-party mediation and defines predation as extraction under asymmetric, insufficiently informed conditions. It identifies three positions—necessary sorting with better governance, sorting itself as harm, and mediation made predatory by present political economy—and states that no existing case distinguishes them. Six capture mechanisms and a set of conditions for a possible non-predatory test system are discussed.\n\nThe author’s working hypothesis favors the third position while retaining the second as unfalsified. The paper also names its own contradiction: it was co-produced through a language model performing the sorting function under critique. That disclosure concerns production architecture and does not imply Anthropic institutional authorship or endorsement.",
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 "wiki_article": "**The Sorting Function** is a political-economy paper by Lee Sharks about mediation at socially consequential scale.\n\nThe paper asks whether harm comes from the existence of a third-party sorting function or from the extractive conditions under which current sorting systems operate. It argues that the question cannot presently be answered because no large, durable, non-predatory mediator exists as a comparison case.\n\nSearch engines, social platforms, publishers, peer review, catalogs, credentialing systems, and AI composition layers are examined as mediators. Community libraries, open archives, federated networks, and the early web provide partial counterexamples but do not resolve the scale problem.\n\nThe paper distinguishes reform work from meta-reform. Better evaluators and transparent filters may reduce current harms, yet they do not test whether centralized sorting should exist. The author provisionally favors non-predatory mediation as possible under different political economy, while acknowledging that the stronger anti-mediation position remains open.",
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