{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/5245185-010",
 "identifier": "kaal:claim:5245185-010",
 "text": "AI self monitoring requires robust cryptographic safeguards and anti collusion algorithms; without them, agents overseeing one another can devolve into self serving behavior and coordinated manipulation.",
 "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": [
  "compliance",
  "consensus-and-security",
  "citation-and-knowledge"
 ],
 "about": [
  "self-monitoring",
  "collusion",
  "anti-collusion",
  "cryptographic-safeguards"
 ],
 "abstract": "and anti-collusion algorithms—to prevent coordinated manipulation or exploitation of vulnerabilities, ensuring that self-monitoring does not devolve into self-serving behavior.",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "condition"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "argued"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": [
    "networks of interdependent agents auditing each other"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": true
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/a060c3887ba72cd0fb232cf8eb1783536a7340276460563a8eb88cb6e31b2227.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": []
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "a060c3887ba72cd0fb232cf8eb1783536a7340276460563a8eb88cb6e31b2227",
 "canonicalForm": "https://wulfkaal.github.io/claims/5245185-010.md"
}