{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/5245185-003",
 "identifier": "kaal:claim:5245185-003",
 "text": "Because blockchain records a verifiable and immutable history of data provenance and alterations, it mitigates data poisoning risk and supports the claim that AI models were trained on genuine datasets.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "citation": "Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185",
 "isBasedOn": {
  "@type": "ScholarlyArticle",
  "name": "How can we Best Monitor AI Agents",
  "datePublished": "2025",
  "url": "https://ssrn.com/abstract=5245185",
  "sha256": "4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2",
  "encoding": "https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20How%20can%20we%20Best%20Monitor%20AI%20Agents.pdf"
 },
 "keywords": [
  "blockchain",
  "citation-and-knowledge",
  "ai-and-agents",
  "education-and-practice"
 ],
 "about": [
  "blockchain",
  "data-provenance",
  "data-poisoning",
  "training-data-integrity"
 ],
 "abstract": "Blockchain establishes a verifiable record of data provenance and alterations, essential for sustaining trust and mitigating risks such as data poisoning, thereby ensuring AI models are trained on genuine datasets.",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "mechanism"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "evidenced"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": [
    "training data recorded on chain",
    "systems relying on large language models"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": false
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/89220fa3eab218cce93ed29eb3060eef64695ce71875576ffb9b01119d25475d.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": [
    {
     "rel": "extends",
     "to": "https://wulfkaal.github.io/claims/4941807-018",
     "to_id": "kaal:claim:4941807-018",
     "similarity": 0.499
    }
   ]
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "89220fa3eab218cce93ed29eb3060eef64695ce71875576ffb9b01119d25475d",
 "canonicalForm": "https://wulfkaal.github.io/claims/5245185-003.md"
}