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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-4803",
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 "name": "Historical 511199Ef153764Fd4Cdc",
 "text": "Decentralization and Town Development should be assessed against Kaal's source-bound claim that The code review market is self-undermining: one of the strongest forms of exploitation and centralized economies of scale is being created in a market whose purpose is to support the decentralization of other industries. The current metadata indicates a plausible connection through decentralization governance, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "dateModified": "2026-07-31",
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  "decentralization",
  "open-source-and-code",
  "economics"
 ],
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  "External evidence level: abstract indexed.",
  "Mapping review tier: ambiguity triage before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
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  "url": "https://www.semanticscholar.org/paper/3fa5280b41825f84fd8b6d9e4745086329c59da2"
 },
 "extends": {
  "identifier": "kaal:claim:4755632-027",
  "url": "https://wulfkaal.github.io/claims/4755632-027",
  "citation": "Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632",
  "paper": "AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning",
  "authors": [
   "Wulf A. Kaal"
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  "ssrn": "https://ssrn.com/abstract=4755632",
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   "name": "Decentralization and Town Development",
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 ],
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 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-4803.md",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: decentralization, decentralized, governance, help, exploitation, other, economics. Scope: review source claim scope.",
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  "query": "decentralization governance",
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  "sourceRank": 402,
  "retrievedAt": "2026-07-31T13:59:06.105Z",
  "citationCount": 0,
  "venue": null,
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 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
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