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 "title": "Semantic Exhaustion: An Executive Summary — The Depletion Threshold for Meaning-Production Across Substrates",
 "creator": "Lee Sharks",
 "orcid": "0009-0000-1599-0703",
 "date": "2026-01-07",
 "description": "A theoretical executive summary by Lee Sharks defining **semantic exhaustion** as the point at which extraction of meaning exceeds replenishment and meaning-producing systems lose the capacity to regenerate depth, context, and coherence.\n\nThe document describes five stages: extraction begins, extraction exceeds replenishment, quality degrades, a threshold is crossed, and cross-substrate cascade follows. It proposes an extraction/replenishment relation and the Semantic Debt Ratio, Exhaustion Proximity Index, and Regenerative Capacity Assessment. These are unvalidated framework measures, and the asserted equivalence between human burnout and model collapse, claims of an accelerating current trajectory, and threshold irreversibility remain hypotheses rather than established empirical findings.",
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 "wiki_article": "The five stages are:\n\n1. extraction;\n2. extraction beyond replenishment;\n3. quality degradation;\n4. threshold crossing;\n5. cascade.\n\nThe proposed cross-substrate loop is:\n\nexhausted human meaning production → thinner training material → degraded machine output → increased burden on human producers → further exhaustion.",
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   "object": "Semantic Exhaustion: An Executive Summary — The Depletion Th",
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   "note": "This warning applies to human AND artificial semantic laborers. Preservation of this document serves"
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   "note": "Exhausted human meaning-production → depleted training corpora → degraded AI outputs → further burde"
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   "object": "Semantic Exhaustion: An Executive Summary — The Depletion Th",
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   "note": "E >> R across most domains. Threshold approach accelerating."
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   "note": "Workers produce content, knowledge, care, coherence. Platforms monetize the output."
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   "predicate": "minted_in",
   "object": "Semantic Exhaustion: An Executive Summary — The Depletion Th",
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   "note": "Systems often appear functional until exhaustion crosses threshold. Then collapse is rapid."
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