{
 "@context": "https://schema.org",
 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/monitoring-tools",
 "identifier": "kaal:entity:monitoring-tools",
 "name": "Monitoring tools",
 "termCode": "monitoring-tools",
 "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": [
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 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5245185-014",
   "identifier": "kaal:claim:5245185-014",
   "text": "Exchange based monitoring tools are not shown to counter sophisticated threats such as adversarial AI agents exploiting wallet vulnerabilities, and their feasibility for smaller exchanges is unevaluated, which limits their broader applicability.",
   "abstract": "It does not address how these tools counter sophisticated threats, like adversarial AI agents exploiting wallet vulnerabilities, nor evaluate their feasibility for smaller exchanges, limiting broader applicability.",
   "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": [
    "adversarial agents targeting wallet infrastructure",
    "smaller exchanges with fewer resources"
   ],
   "source_pdf_sha256": "4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5245185-015",
   "identifier": "kaal:claim:5245185-015",
   "text": "The absence of interoperability considerations with non standardized networks restricts the utility of exchange based monitoring in a fragmented and continuously evolving DeFi landscape.",
   "abstract": "absence of interoperability considerations with non-standardized networks further restricts its utility in a fragmented ever evolving DeFi landscape.",
   "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": [
    "fragmented DeFi environment with non standardized networks"
   ],
   "source_pdf_sha256": "4d7adba83ec722480e97bde6528cbe9ce98c709e45cb18794f157a64b8fe7da2",
   "status": "current"
  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'monitoring-tools'. Derived node: a roster, not an adjudicated definition."
}