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   "text": "Almost every blockchain project the authors are aware of is suffering under the centralizing force of competition for equity control and profit, and such projects predictably move toward centralization when unconscious of these forces.",
   "abstract": "In fact, almost every blockchain project we're aware of is suffering under the central- izing force of competition for equity control and profit.",
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   "text": "Good ideas will fail to be implemented unless the reward structure is balanced, because people rarely keep working idealistically toward group goals while rent seekers at the top split the rewards unfairly.",
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   "text": "Social networks grow exponentially more powerful through the network effect, but they are stifled by the centralized ownership and governance of the Web 2.0 companies that run them; governing decentralized information flow requires decentralized incentive designs.",
   "abstract": "But these networks are stifled by the centralized ownership and governance of the Web ).5 companies that run them. Governing decentralized information flow ne- cessitates decentralized incentive designs.",
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   "text": "If a peer to peer network were decentrally owned by its users, its algorithms could be open source and still remain safe, because the network could reward members for policing exploitation instead of relying on a centralized company to keep the algorithm opaque.",
   "abstract": "if the P)P network were decentrally owned by the users them- selves, the algorithms can be open source and still remain safe.",
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   "text": "The goal of the Web3 movement is to foster radical bureaucratic transparency through open source design, to advance individual autonomy and privacy through cryptography, and to level access to information and computing resources through decentralized networks.",
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   "text": "Truly successful DAOs do not yet exist, but once the architecture of a single DAO succeeds it will be quickly cloned and adapted to every imaginable economic and social organization.",
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   "text": "A revolutionary new system of decentralized governance is a precondition for the Web3 vision succeeding, and because efficiency requires stability, the steering mechanisms must be subtle.",
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   "text": "From a game theory perspective the open source culture advocated in the Web3 movement is not sustainable in the long term unless it is married with a culture of respect for history.",
   "abstract": "the current open source culture advocated in the WebM movement is not sustainable in the long term. Unless we marry it with a culture of respect for history.",
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   "text": "Growth in connected IoT devices is offset by falling consumer confidence, because the sheer number of devices creates unprecedented cyber security exposure and attacks can be launched by unsophisticated parties at minimal cost with maximal potential damage.",
   "abstract": "The IoT proliferation is offset by diminished consumer confidence. By the year 2020 the majority of experts estimate that a total of 30 to 50 billion devices will connect to the internet.",
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   "text": "Reputation tokens used in decentralized finance are more meaningful and easier to value than traditional identity verification metrics, so decentralized protocols that use reputation metrics will require less collateralization than traditional protocols.",
   "abstract": "Reputation tokens that are utilized in decentralized finance are more meaningful than traditional identity verification metrics, and much easier to value. Accordingly, decentralized protocols that use reputation metrics will require less collateralization than in traditional protocols.",
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   "text": "As the CRDAO iterates on its design and moves into subsequent phases, the larger web3 community will continue to benefit from its key innovations.",
   "abstract": "As the CRDAO iterates on its design and moves into subsequent phases, the larger web3 community will continue to benefit from the key innovations.",
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   "text": "At their worst, DAOs produce ponzi schemes and rug pulls, and these failures damage the credibility and future of web3 as a whole, not just the individual project.",
   "abstract": "At their worst, DAOs result in ponzi schemes and rug pulls that undermine the future of web3 and associated upgrades for humanity.",
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   "text": "True anonymity remains eternally difficult to attain with existing web3 technology, yet anonymity in DAO governance is the holy grail of decentralized web3 business and society.",
   "abstract": "while it is eternally difficult with existing technology to attain true anonymity in web3 systems, anonymity in DAO governance is the wholly grail of decentralized web3 business and society.",
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   "text": "Web3 may not yet be ready for a truly decentralized organization: across platforms there is always a promise of decentralization, yet tangible measures prevent that promise from becoming true.",
   "abstract": "Despite that ideation, it seems Web3 may not be ready for a truly decentralized organization just yet. There is an overarching theme between platforms in which there is always a promise of decentralization, yet tangible measures prevent that from becoming true.",
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   "text": "Credential tracking is a necessary condition for Impact 3.0: any Impact 3.0 platform built without WEB3 credential tracking systems will encounter significant disruption over time, as foreshadowed by the failure to enforce and monitor net zero commitments in Impact 1.0.",
   "abstract": "Any Impact 3.0 platform without WEB3 credential tracking systems is bound to encounter significant disruption over time.",
   "citation": "Wulf A. Kaal, Impact Investing Innovation - From Impact 1.0 to 3.0 (2024). SSRN: https://ssrn.com/abstract=4685567",
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   "text": "At the time of publication no legacy governance system exists that can supply the dynamic governance toolsets required to govern evolving AI models ex-ante and manage deployed solutions ex-post.",
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   "text": "Web3 data attestation supports a governance model that assigns liability for AI misuse to identifiable individuals rather than distributing the burden across the whole community, which is what makes it a workable answer to AI related ethical dilemmas.",
   "abstract": "By ensuring accountability at the individual level, rather than burdening the entire community, this proposed model for AI governance within Web3 offers a promising avenue to address ethical dilemmas associated with AI applications.",
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   "text": "Ex-ante regulation is preferable in principle but is neither practical nor sufficient inside legacy systems, precisely because legacy systems, unlike the web3 system proposed here, are not equipped to create dynamic feedback effects.",
   "abstract": "while ex ante regulation is preferable, it is not always practical or sufficient in legacy ssytems to address the dynamic challenges that AI technologies present because legacy systems, unlike web3 systems as proposed herein, are not typically equipped to create dynamic feedback effects.",
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   "text": "Model 3, web3 community governance combined with decentralized data and the AI model, is the superior of the three governance models compared, because it addresses shortcomings the other two leave in place.",
   "abstract": "Yet, Model 3: \"Web 3 Community Governance - Decentralized Data - AI Model\" stands out for several reasons, potentially offering a superior approach when compared to the other two models.",
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   "text": "Governing AI requires toolsets that simultaneously handle ex-ante governance of models still evolving and ex-post management of deployed solutions, and Kaal asserts that as of publication no legacy system supplies such dynamic governance toolsets.",
   "abstract": "Such systems are crucial to address the dual needs when governing evolving AI models ex-ante and managing existing solutions ex-post. No legacy systems exist at the time of publication that could provide such dynamic governance toolsets.",
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   "text": "Kaal advocates an ex-ante governance approach within Web3 frameworks in which community coordinated regulatory measures and oversight mechanisms are set during the development phase of AI technologies rather than imposed after deployment.",
   "abstract": "In contrast, an ex-ante governance approach, advocated within Web3 frameworks as presented in this paper, involves setting community coordinated regulatory measures and oversight mechanisms during the development phase of AI technologies.",
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   "text": "Locating accountability at the level of the individual actor rather than burdening the entire community is what makes the proposed Web3 AI governance model a workable route to addressing the ethical dilemmas that arise from AI applications.",
   "abstract": "By ensuring accountability at the individual level, rather than burdening the entire community, this proposed model for AI governance within Web3 offers a promising avenue to address ethical dilemmas associated with AI applications.",
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   "text": "Web3 based self sovereign identity gives individuals, and potentially AI systems themselves, control over their digital identities without a central authority, which in AI governance means AI entities can hold verifiable credentials.",
   "abstract": "Web3-based self-sovereign identity (SSI) allows individuals—and potentially AI systems—to have control over their digital identities without relying on a central authority. In the context of AI governance, SSI ensures that AI entities have verifiable credentials",
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   "@id": "https://wulfkaal.github.io/claims/4941807-025",
   "identifier": "kaal:claim:4941807-025",
   "text": "Kaal proposes that a more decentralized Web3 model of AI governance can address the failures of the federated model by distributing governance more equitably across network participants, so that no single entity dominates decision making.",
   "abstract": "A more decentralized web3 model of AI governance as proposed here could ostensibly address these challenges in a federated AI governance model by distributing governance more equitably across network participants.",
   "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
   "datePublished": "2024",
   "claim_type": "design",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "where governance rights are distributed across network participants"
   ],
   "source_pdf_sha256": "ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4941807-028",
   "identifier": "kaal:claim:4941807-028",
   "text": "Kaal's proposed answer to the decentralized governance needs of AI is to implement Decentralized Autonomous Organizations that govern AI through expert community consensus.",
   "abstract": "One promising way to address the decentralized governance needs of AI pertains to the implementation of Decentralized Autonomous Organizations (DAOs) for the governance of AI through expert community consensus.",
   "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
   "datePublished": "2024",
   "claim_type": "design",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "where an expert community can be assembled and its consensus recorded on chain"
   ],
   "source_pdf_sha256": "ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4957318-029",
   "identifier": "kaal:claim:4957318-029",
   "text": "Web3 systems answer the web2 pathology at the architectural level rather than the content level: decentralized, transparent, community governed designs eliminate the centralized control that drives misinformation and echo chambers, and substitute transparency, decentralization, and user control.",
   "abstract": "Unlike Web2 platforms, Web3 systems aim to eliminate the centralized control that exacerbates the spread of misinformation and the creation of echo chambers. Instead, they prioritize transparency, decentralization, and user control,",
   "citation": "Wulf A. Kaal, The Future of Law - Dynamic Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4957318",
   "datePublished": "2024",
   "claim_type": "design",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "decentralized and community governed platform architectures"
   ],
   "source_pdf_sha256": "137fb77eb82111a85f0ab5581926f762a7414ae84aaf3d56e8299db670e0e0c1",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5245185-039",
   "identifier": "kaal:claim:5245185-039",
   "text": "Taken together, the transparency, decentralized decision making, and automated real time response properties of the proposed model make decentralized governance superior to AI driven supervision for secure, compliant, and efficient execution of AI agent transactions.",
   "abstract": "demonstrate that a decentralized governance model is superior to AI-driven supervision for ensuring the secure, compliant, and efficient execution of AI agent transactions in modern digital infrastructures.",
   "citation": "Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185",
   "datePublished": "2025",
   "claim_type": "normative",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "monitoring of AI agent transaction execution in modern digital infrastructures"
   ],
   "source_pdf_sha256": "4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5454054-005",
   "identifier": "kaal:claim:5454054-005",
   "text": "The collapse of the metaverse boom forced Silicon Valley firms with metaverse exposure to pivot toward stablecoins and crypto-based rewards, replacing speculative virtual worlds with regulated, utility-centric fintech rails.",
   "abstract": "Following the 2021–2022 metaverse boom and bust in 2023, those Silicon Valley firms that had a presence in attempts to create the metaverse had to pivot. That pivot for many of those firms involved a move toward stablecoins and crypto-based rewards.",
   "citation": "Wulf A. Kaal, Liquid Equity Rewards (2025). SSRN: https://ssrn.com/abstract=5454054",
   "datePublished": "2025",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "firms that had invested in metaverse ventures during 2021 to 2022"
   ],
   "source_pdf_sha256": "9f53a865e6f0e5424640779df8f9b50923cd7d05649301dd4cc727144749b6e6",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5541658-028",
   "identifier": "kaal:claim:5541658-028",
   "text": "Web3 systems offer significant improvements over conventional regulatory approaches to the challenges of governing AI in legal settings.",
   "abstract": "Web3 systems offer significant improvements in this context.",
   "citation": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658",
   "datePublished": "2025",
   "claim_type": "design",
   "confidence": "asserted",
   "is_failure_mode": false,
   "scope_conditions": [
    "governance of AI where jurisdictional variability and implementation gaps defeat conventional regulation"
   ],
   "source_pdf_sha256": "e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5554218-002",
   "identifier": "kaal:claim:5554218-002",
   "text": "Existing regulatory initiatives, including the UNCITRAL Model Laws and the European Union's Markets in Crypto-Assets Regulation, provide only partial solutions and fail to address the full spectrum of legal issues raised by Web3 technologies.",
   "abstract": "Existing initiatives, such as the UNCITRAL Model Laws and the European Union's Markets in Crypto-Assets Regulation (MiCAR), provide partial solutions but fail to address the full spectrum of issues,",
   "citation": "Furrer Andreas, Wulf A. Kaal, Universal Digital Law Codex (UDLC) Building the Legal Infrastructure for the Digital Era (2025). SSRN: https://ssrn.com/abstract=5554218",
   "datePublished": "2025",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "cross-border Web3 and digital asset transactions"
   ],
   "source_pdf_sha256": "55738b4035a91b70aa2ddaa127552fe4b373ec641afee2719fbdcabebdcbea44",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5554218-030",
   "identifier": "kaal:claim:5554218-030",
   "text": "The Universal Digital Law Codex is defined as a codex that combines national law, code, and business requirements, accommodates different legal systems, and contains an inherent dispute resolution mechanism.",
   "abstract": "The codex combines national law, code and business requirements, takes into account different legal systems, and offers an inherent dispute resolution mechanism.",
   "citation": "Furrer Andreas, Wulf A. Kaal, Universal Digital Law Codex (UDLC) Building the Legal Infrastructure for the Digital Era (2025). SSRN: https://ssrn.com/abstract=5554218",
   "datePublished": "2025",
   "claim_type": "definitional",
   "confidence": "asserted",
   "is_failure_mode": false,
   "scope_conditions": [
    "users of digital systems adopting the codex as the basis of their contractual obligations"
   ],
   "source_pdf_sha256": "55738b4035a91b70aa2ddaa127552fe4b373ec641afee2719fbdcabebdcbea44",
   "status": "current"
  }
 ],
 "description": "31 claims in the published works of Wulf A. Kaal carry the concept tag 'web3'. Derived node: a roster, not an adjudicated definition."
}