{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/3782201-012",
 "identifier": "kaal:claim:3782201-012",
 "text": "Suggestions that artificial intelligence will solve the rigidity of centralized reputation systems are misguided and will fail for the same reason, because neural networks are merely a complex mathematical architecture for statistical regression, which is always extremely unreliable when applied to novel situations.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "citation": "Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782201",
 "isBasedOn": {
  "@type": "ScholarlyArticle",
  "name": "Future of Decentralization",
  "datePublished": "2021",
  "url": "https://ssrn.com/abstract=3782201",
  "sha256": "bedf7bcfbb7a9b0112b5848cb0d941b1d41f330dafeee0143a30ff5e8aa53700",
  "encoding": "https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Calcaterra%20and%20Kaal%20-%202021%20-%20Future%20of%20Decentralization.pdf"
 },
 "keywords": [
  "ai-and-agents"
 ],
 "about": [
  "artificial-intelligence",
  "neural-networks",
  "novelty",
  "social-credit",
  "brittleness"
 ],
 "abstract": "Suggestions that AI will solve these problems are misguided, and will fail for the same reason. Neural networks are merely a complex mathematical ar- chitecture for performing statistical regression, which is always extremely unreliable when applied to novel situations.",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "failure"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "argued"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": [
    "where new social situations continually arise that lie outside the training distribution"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": true
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/34c7b2f35a4b214d99e413b0e7bf724198b8b1bc510ce8fc158d08bf8d76ab64.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": []
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "34c7b2f35a4b214d99e413b0e7bf724198b8b1bc510ce8fc158d08bf8d76ab64",
 "canonicalForm": "https://wulfkaal.github.io/claims/3782201-012.md"
}