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 "name": "Web3 governance",
 "termCode": "web3-governance",
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 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
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   "@id": "https://wulfkaal.github.io/claims/4855607-001",
   "identifier": "kaal:claim:4855607-001",
   "text": "Web3 community governance built on Weighted Directed Acyclic Graphs, validation pools with reputation staking, and a federated communications protocol provides an evolutionary approach to optimizing AI models rather than a static compliance layer over them.",
   "abstract": "The integration of web3 community governance, using Weighted Directed Acyclic Graphs (WDAGs) and validation pools with reputation staking in combination with a federated communications protocol, offers an evolutionary approach to AI model optimization.",
   "citation": "Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4855607",
   "datePublished": "2024",
   "claim_type": "design",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "applies to the six AI model families the author examines: deep learning, federated learning, transformer, GNN, RL, and RLHF"
   ],
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   "@id": "https://wulfkaal.github.io/claims/4957318-030",
   "identifier": "kaal:claim:4957318-030",
   "text": "The proposed system stipulates a forum as an on chain collection of uniquely identified posts that may cite prior contributions, and this citation structure is what constitutes the Weighted Directed Acyclic Graph.",
   "abstract": "The web3 community as proposed herein operates a forum as an on-chain collection of posts, each uniquely identified and possibly citing previous contributions. This forum forms a Weighted Directed Acyclic Graph (WDAG), facilitating organized discussion and citation among participants.",
   "citation": "Wulf A. Kaal, The Future of Law - Dynamic Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4957318",
   "datePublished": "2024",
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   "scope_conditions": [
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   "@id": "https://wulfkaal.github.io/claims/4957318-031",
   "identifier": "kaal:claim:4957318-031",
   "text": "Validation pools are the consensus mechanism of the proposed system: author stakes are pooled to evaluate specific forum posts, and the outcome can mint new reputation tokens that record the community's consensus on a contribution.",
   "abstract": "Validation Pool (VP) form a crucial mechanism where author stakes are pooled to evaluate specific posts within the forum. The outcome of a VP can lead to the minting of new REP tokens, reflecting the consensus on a given issue or contribution.",
   "citation": "Wulf A. Kaal, The Future of Law - Dynamic Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4957318",
   "datePublished": "2024",
   "claim_type": "design",
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   "scope_conditions": [
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4957318-040",
   "identifier": "kaal:claim:4957318-040",
   "text": "A shift toward WDAG based dynamic solutions is not merely attractive but necessary for a legal system that is both efficient and equitable in addressing the complexities of contemporary governance.",
   "abstract": "As such, a shift toward WDAG-based dynamic solutions is desirable and necessary for creating a legal system that is both efficient and equitable in addressing the complexities of contemporary governance.",
   "citation": "Wulf A. Kaal, The Future of Law - Dynamic Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4957318",
   "datePublished": "2024",
   "claim_type": "normative",
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   "scope_conditions": [
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 "description": "4 claims in the published works of Wulf A. Kaal carry the concept tag 'web3-governance'. Derived node: a roster, not an adjudicated definition."
}