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 "name": "Open source ai",
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 "author": {
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
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   "@id": "https://wulfkaal.github.io/claims/6421319-012",
   "identifier": "kaal:claim:6421319-012",
   "text": "The correct response to the binding constraint cascade is rigorous decentralization of the compute and energy infrastructure underpinning AI production, pursued through decentralized compute networks, energy decentralization, open source models, and antitrust enforcement of compute markets.",
   "abstract": "The appropriate response is rigorous decentralization of the compute and energy infrastructure that underpins AI production.",
   "citation": "Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319",
   "datePublished": "2026",
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    "required to prevent scarcity from migrating rather than dissolving"
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   "@id": "https://wulfkaal.github.io/claims/6421319-036",
   "identifier": "kaal:claim:6421319-036",
   "text": "Predistribution, which operates upstream by structuring markets and institutions so that AI gains are broadly shared before concentration occurs, must be implemented before AI capital concentration becomes self reinforcing through purchased political power.",
   "abstract": "Predistribution operates upstream, structuring markets and institutions so that the gains from AI are broadly shared before concentration occurs.",
   "citation": "Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319",
   "datePublished": "2026",
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    "mechanisms offered for consideration include capital taxation, open source AI mandates, decentralized compute networks, and DAO based community ownership"
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