{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/5245185-028",
 "identifier": "kaal:claim:5245185-028",
 "text": "Anomaly detection and behavioral analysis models trained on agent data may replicate the biases in that data and fail to detect novel deviations absent from the training set.",
 "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": [
  "ai-and-agents",
  "education-and-practice"
 ],
 "about": [
  "anomaly-detection",
  "training-data-bias",
  "novel-deviation",
  "machine-learning"
 ],
 "abstract": "rely on machine learning models trained on agent data, which may replicate biases or fail to detect novel deviations not present in training sets.",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "failure"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "evidenced"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": [
    "machine learning monitors trained on historical agent behavior",
    "novel agent behaviors outside training distribution"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": true
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/6847bcb659e87b92ecbe03689234ab6678659f383d4b935809c04ad866bcfd6d.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": [
    {
     "rel": "specializes",
     "to": "https://wulfkaal.github.io/claims/4855607-003",
     "to_id": "kaal:claim:4855607-003",
     "similarity": 0.435
    }
   ]
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "6847bcb659e87b92ecbe03689234ab6678659f383d4b935809c04ad866bcfd6d",
 "canonicalForm": "https://wulfkaal.github.io/claims/5245185-028.md"
}