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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/617681-022",
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   "text": "With an unbundled product more Member States might participate in regulatory competition over corporate law, which would speed up the learning process and likely result in better substantive corporate law.",
   "abstract": "With the unbundled product, more member states thus might participate in regulatory competition over corporate law, which would speed up the learning process76 and likely result in better substantive corporate law.",
   "citation": "Christian Kirchner, Richard W. Painter, Wulf A. Kaal, Regulatory Competition in EU Corporate Law after Inspire Art Unbundling Delaware's Product for Euro (2004). SSRN: https://ssrn.com/abstract=617681",
   "datePublished": "2004",
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   "text": "Harmonization and coordination can facilitate experimentation and learning, but experimentation is most effective when several different approaches are tried simultaneously in different jurisdictions.",
   "abstract": "Harmonization and coordination can help facilitate experimentation and a learning process, but experimentation is probably most effective when several different approaches can be tried simultaneously in dif- ferent jurisdictions.",
   "citation": "Wulf A. Kaal, Initial Reflections on the Possible Application of Contingent Capital in Corporate Governance (2012). SSRN: https://ssrn.com/abstract=1998455",
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   "text": "Jurisdictional competition adapts legal rules to changed economic circumstances faster than harmonization does, because a single jurisdiction can change its rule unilaterally whereas harmonized regimes require all jurisdictions to agree on a rule before it can change.",
   "abstract": "When underlying economic circumstances change, it is more likely that a jurisdiction will change its rules if there is juris- dictional competition than if all jurisdictions are bound to agree upon the same rule before they change it.",
   "citation": "Wulf A. Kaal, Richard W. Painter, Forum Competition and Choice of Law Competition in Securities Law after Morrison v. National Austral (2012). SSRN: https://ssrn.com/abstract=2029983",
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   "text": "The methodological assumptions of incomplete contract theory improve the analysis of executive compensation arrangements relative to the classical and spot contract models normally used.",
   "abstract": "The methodological assumptions of incomplete contract theory can improve the analysis of executive compensation arrangements.",
   "citation": "Wulf A. Kaal, Contingent Capital in Executive Compensation (2012). SSRN: https://ssrn.com/abstract=2097160",
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   "text": "Dynamic regulation is an optimization process for the learning experience in the New Institutional Economics framework, describing intra- and inter-jurisdictional feedback effects between different public rulemakers and between private and public rulemakers.",
   "abstract": "Dynamic regulation describes intra- and inter-jurisdictional feedback effects between different public rulemakers and between private and public rulemakers.",
   "citation": "Wulf A. Kaal, Evolution of Law Dynamic Regulation in a New Institutional Economics Framework (2013). SSRN: https://ssrn.com/abstract=2267560",
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   "text": "Unenforceable rules are irrelevant for purposes of economic analysis because they provide neither incentives nor sanctions, and legal rules without enforcement mechanisms do not qualify as institutions in the NIE framework.",
   "abstract": "Unenforceable rules are generally irrelevant for purposes of economic analysis because they do not provide incentives and sanctions.",
   "citation": "Wulf A. Kaal, Evolution of Law Dynamic Regulation in a New Institutional Economics Framework (2013). SSRN: https://ssrn.com/abstract=2267560",
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   "text": "Because transaction costs, imperfect information, and bounded rationality shape the rulemaking process, even solutions that are optimal at enactment become unstable and suboptimal over time.",
   "abstract": "NIE recognizes that transaction costs, imperfect infor- mation, and bounded rationality impact the rulemaking process, rendering even optimal solutions to regulatory problems unstable and suboptimal over time",
   "citation": "Kaal, Dynamic Regulation via Governmental Contracts (2014)",
   "datePublished": "2014",
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    "rules are enacted as stable and presumptively optimal"
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   "text": "Under incomplete contract theory the rulemaking process is itself a learning process, and incomplete contracts are the instrument that carries that learning.",
   "abstract": "According to incomplete con- tract theory, the rulemaking process is a learning process facilitated by in- complete contracts17.",
   "citation": "Kaal, Dynamic Regulation via Governmental Contracts (2014)",
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   "text": "Quantum economics and New Institutional Economics diverge at the level of first principles: NIE treats uncertainty as something institutions exist to reduce, while quantum economics treats uncertainty and indeterminacy as constitutive features of economic interaction.",
   "abstract": "While NIE emphasizes the role of institutions in reducing uncertainties and fostering economic stability, quantum economics inherently incorporates uncertainty",
   "citation": "Wulf A. Kaal, Quantum Economy and Tokenomics (2024). SSRN: https://ssrn.com/abstract=4900878",
   "datePublished": "2024",
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   "text": "Quantum economics and New Institutional Economics treat uncertainty in opposite ways: NIE casts institutions as devices for reducing uncertainty and stabilizing the economy, while quantum economics builds uncertainty and indeterminacy into economic interaction as a fundamental feature.",
   "abstract": "While NIE emphasizes the role of institutions in reducing uncertainties and fostering economic stability, quantum economics inherently incorporates uncertainty and indeterminacy as fundamental aspects of economic interactions.",
   "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
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   "identifier": "kaal:claim:5886442-026",
   "text": "Opportunism is engineered away in the AI-to-AI economy because agents have no endogenous psychological motives for guile and operate under mathematically specified, cryptographically verifiable objective functions.",
   "abstract": "Opportunism is engineered away: agents have no endogenous psychological motives for guile and operate under mathematically specified, cryptographically verifiable objective functions",
   "citation": "Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442",
   "datePublished": "2025",
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   "text": "Dynamic regulation is defined as an optimization process for the learning experience in the New Institutional Economics framework, operating through intra jurisdictional and inter jurisdictional feedback effects between public rulemakers and private actors.",
   "abstract": "Dynamic regulation is defined as \"an optimization process for the learning experience in the NIE framework,\" involving intra- and inter-jurisdictional feedback effects between public rulemakers (e.g., regulators) and private actors (e.g., markets, firms",
   "citation": "Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442",
   "datePublished": "2025",
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   "text": "The AI-to-AI economy amplifies and potentially fulfills dynamic regulation by embedding its principles endogenously within system architecture, which renders many NIE inspired restraints against human opportunism and informational gaps obsolete.",
   "abstract": "The AI2AI economy amplifies and potentially fulfills my earlier vision of dynamic regulation by embedding its principles endogenously within the system's architecture, rendering many NIE-inspired restraints (like those for human opportunism or informational gaps) obsolete.",
   "citation": "Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442",
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   "text": "The citation matrix functions as an implicit contract specifying value distribution whose precise terms cannot be determined with the precision the mathematical framework demands, which is an instance of the incomplete contract problem identified by New Institutional Economics.",
   "abstract": "The citation matrix C functions as an implicit contract specifying value distribution, yet the precise terms of this contract—the exact citation weights—cannot be determined with the precision the mathematical framework demands",
   "citation": "Wulf A. Kaal, Citation Honesty Mechanisms in Weighted Directed Acyclic Graph Governance (2026). SSRN: https://ssrn.com/abstract=6269518",
   "datePublished": "2026",
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   "identifier": "kaal:claim:6421319-030",
   "text": "The AI2AI economy eliminates all the drivers of positive transaction costs at the substrate level simultaneously: opportunism is engineered away because agents lack endogenous psychological motives for guile and operate under cryptographically verifiable objective functions.",
   "abstract": "The AI2AI economy simultaneously eliminates every one of these constraints at the substrate level. Opportunism is engineered away: agents possess no endogenous psychological motives for guile and operate under cryptographically verifiable objective functions.",
   "citation": "Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319",
   "datePublished": "2026",
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   "is_failure_mode": false,
   "scope_conditions": [
    "applies where agent objective functions are explicitly engineered and cryptographically verifiable"
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  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6421319-031",
   "identifier": "kaal:claim:6421319-031",
   "text": "The governance apparatus New Institutional Economics developed to counteract opportunism, including vertical integration, relational contracting, reputation mechanisms, hostage taking, and third party arbitration, becomes superfluous in the AI2AI economy.",
   "abstract": "The entire governance apparatus that NIE developed to counteract opportunism, including vertical integration, relational contracting, reputation mechanisms, hostage-taking, and third-party arbitration, becomes superfluous.",
   "citation": "Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319",
   "datePublished": "2026",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
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    "conditional on the elimination of opportunism among autonomous agents"
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 "description": "16 claims in the published works of Wulf A. Kaal carry the concept tag 'new-institutional-economics'. Derived node: a roster, not an adjudicated definition."
}