{
 "@context": "https://schema.org",
 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/data-security",
 "identifier": "kaal:entity:data-security",
 "name": "Data security",
 "termCode": "data-security",
 "inDefinedTermSet": {
  "@id": "https://wulfkaal.github.io/entities/index.json"
 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "dateModified": "2026-07-29",
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   "value": 2
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   "value": [
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 "subjectOf": [
  {
   "@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.",
   "abstract": "However, this centralization can pose significant privacy risks and create a single point of failure.",
   "citation": "Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807",
   "datePublished": "2024",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "in centralized AI architectures that pool data into one repository"
   ],
   "source_pdf_sha256": "ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5245185-025",
   "identifier": "kaal:claim:5245185-025",
   "text": "IoT based oversight does not account for the pace at which AI agents will outgrow static IoT to blockchain linkages, and it leaves unexplained how the convergence handles latency or secures data as agent ubiquity drives exponential transaction complexity.",
   "abstract": "pace at which AI agents will outgrow static IoT-blockchain linkages. The text omits how this convergence will handle latency or secure data as AI ubiquity drives exponential transaction complexity.",
   "citation": "Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185",
   "datePublished": "2025",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "IoT and blockchain integrated monitoring architectures"
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   "source_pdf_sha256": "4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2",
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  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'data-security'. Derived node: a roster, not an adjudicated definition."
}