{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/3808867-023",
 "identifier": "kaal:claim:3808867-023",
 "text": "The conveniences and benefits of centralized algorithmic automation carry risks to humanity that cannot be fully quantified, and decentralized systems can counteract those downsides and threats.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "citation": "Wulf A. Kaal, How Decentralized Systems Can Upgrade AI (2021). SSRN: https://ssrn.com/abstract=3808867",
 "isBasedOn": {
  "@type": "ScholarlyArticle",
  "name": "How Decentralized Systems Can Upgrade AI",
  "datePublished": "2021",
  "url": "https://ssrn.com/abstract=3808867",
  "sha256": "eeccf6d0587bd278a96ce6ac8ec5003e26d161c245f6c94b4144d84f374802eb",
  "encoding": "https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202021%20-%20How%20Decentralized%20Systems%20Can%20Upgrade%20AI.pdf"
 },
 "keywords": [
  "decentralization",
  "risk-and-incentives",
  "governance-design",
  "ai-and-agents"
 ],
 "about": [
  "algorithmic-automation",
  "decentralization",
  "unquantifiable-risk",
  "ai-governance"
 ],
 "abstract": "At the same time, the conveniences and benefits that derive from centralized algorithmic automation bring with them risks to humanity that cannot be fully quantified. Decentralized systems can counteract the downsides and threats of algorithmic automation",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "mechanism"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "asserted"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": []
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": true
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/6218c0bcf8eab7384a27f1d5c8e1f9c216347522a1b75ce4f8eee02f6ace75d3.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": [
    {
     "rel": "extends",
     "to": "https://wulfkaal.github.io/claims/3782201-005",
     "to_id": "kaal:claim:3782201-005",
     "similarity": 0.387
    },
    {
     "rel": "extended_by",
     "to": "https://wulfkaal.github.io/claims/3808873-032",
     "to_id": "kaal:claim:3808873-032",
     "similarity": 0.307
    },
    {
     "rel": "extends",
     "to": "https://wulfkaal.github.io/claims/3782201-006",
     "to_id": "kaal:claim:3782201-006",
     "similarity": 0.304
    }
   ]
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "6218c0bcf8eab7384a27f1d5c8e1f9c216347522a1b75ce4f8eee02f6ace75d3",
 "canonicalForm": "https://wulfkaal.github.io/claims/3808867-023.md"
}