{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/4941807-014",
 "identifier": "kaal:claim:4941807-014",
 "text": "Centralizing data in a single repository, while it permits powerful computation and advanced algorithms, poses significant privacy risks and creates a single point of failure.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
 "isBasedOn": {
  "@type": "ScholarlyArticle",
  "name": "AI Governance Via Web3 Reputation System",
  "datePublished": "2024",
  "url": "https://ssrn.com/abstract=4941807",
  "sha256": "ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853",
  "encoding": "https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20AI%20Governance%20Via%20Web3%20Reputation%20System.pdf"
 },
 "keywords": [
  "decentralization",
  "ai-and-agents",
  "consensus-and-security"
 ],
 "about": [
  "centralized-ai",
  "privacy",
  "single-point-of-failure",
  "data-security"
 ],
 "abstract": "However, this centralization can pose significant privacy risks and create a single point of failure.",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "failure"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "argued"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": [
    "in centralized AI architectures that pool data into one repository"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": true
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/9cb9912ada4a572c7df479dd638e9e596a4735211faf06f2e8381fe6a3e1dbb3.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": [
    {
     "rel": "specializes",
     "to": "https://wulfkaal.github.io/claims/3782191-022",
     "to_id": "kaal:claim:3782191-022",
     "similarity": 0.451
    },
    {
     "rel": "restates",
     "to": "https://wulfkaal.github.io/claims/4900878-033",
     "to_id": "kaal:claim:4900878-033",
     "similarity": 0.443
    },
    {
     "rel": "extended_by",
     "to": "https://wulfkaal.github.io/claims/5245185-034",
     "to_id": "kaal:claim:5245185-034",
     "similarity": 0.382
    },
    {
     "rel": "generalizes",
     "to": "https://wulfkaal.github.io/claims/5245185-001",
     "to_id": "kaal:claim:5245185-001",
     "similarity": 0.373
    },
    {
     "rel": "specializes",
     "to": "https://wulfkaal.github.io/claims/3782217-004",
     "to_id": "kaal:claim:3782217-004",
     "similarity": 0.37
    },
    {
     "rel": "specializes",
     "to": "https://wulfkaal.github.io/claims/3782191-026",
     "to_id": "kaal:claim:3782191-026",
     "similarity": 0.345
    },
    {
     "rel": "supports",
     "to": "https://wulfkaal.github.io/claims/4855607-020",
     "to_id": "kaal:claim:4855607-020",
     "similarity": 0.343
    }
   ]
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "9cb9912ada4a572c7df479dd638e9e596a4735211faf06f2e8381fe6a3e1dbb3",
 "canonicalForm": "https://wulfkaal.github.io/claims/4941807-014.md"
}