{
 "@context": "https://schema.org",
 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/oversight",
 "identifier": "kaal:entity:oversight",
 "name": "Oversight",
 "termCode": "oversight",
 "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",
 "canonicalForm": "https://wulfkaal.github.io/entities/oversight.md",
 "sha256": "63331d31f7fc3166ee0a0af0979d3df4e3f51c28e46711e1a7e3cd737893597b",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "status",
   "value": "derived"
  },
  {
   "@type": "PropertyValue",
   "name": "claim_count",
   "value": 4
  },
  {
   "@type": "PropertyValue",
   "name": "work_count",
   "value": 4
  },
  {
   "@type": "PropertyValue",
   "name": "year_span",
   "value": [
    "2016",
    "2025"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "non_current_claims",
   "value": 0
  }
 ],
 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2715083-019",
   "identifier": "kaal:claim:2715083-019",
   "text": "The traditional mutual fund governance model, in which one board serves multiple discrete funds within a sponsor's group, is subject to significant oversight challenges.",
   "abstract": "serving as a single board for multiple discrete funds (Morley & Curtis 2010)). The traditional governance model is, thus, subject to significant oversight challenges (Krug (2016)).",
   "citation": "Kaal, Confluence of Mutual and Private Funds (2016). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2715083",
   "datePublished": "2016",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "traditional single board mutual fund complexes"
   ],
   "source_pdf_sha256": "b5c92186260d4a8499a14f81ee24ace093b24e7740af3effcd1c526fa4fa221e",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2959730-012",
   "identifier": "kaal:claim:2959730-012",
   "text": "Private investment fund management fees deviate from the market rate of 1.5% to 2% of the fund's capital commitments because affiliates and other employees of the investment manager who invest in the fund are not charged management fees.",
   "abstract": "In recent years, private investment fund management fees can deviate from the market rate of 1.5%–2% of the fund's capital commitments because affiliates or other employees of the investment manager who invest in the fund are not charged management fees",
   "citation": "Wulf A. Kaal, Blockchain Applications and Fee Structure Developments in Private Investment Funds (2017). SSRN: https://ssrn.com/abstract=2959730",
   "datePublished": "2017",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "funds with affiliate or employee investors"
   ],
   "source_pdf_sha256": "ebd86972d8817b0c1c80326ae5564476983cedba3f258ff3b2610f156b93fb50",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4941807-024",
   "identifier": "kaal:claim:4941807-024",
   "text": "Enforcing AI regulation in a federated model is complex because different entities may interpret the same regulations differently and may show differing levels of commitment to compliance.",
   "abstract": "In a federated model, enforcing regulations and policies related to AI can be complex. In a decentralized setting, different entities may have varying interpretations of regulations or differing levels of commitment to compliance.",
   "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 decentralized settings with multiple independent compliance actors"
   ],
   "source_pdf_sha256": "ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5886442-008",
   "identifier": "kaal:claim:5886442-008",
   "text": "Agent swarms are projected to deliver 20 to 30 percent productivity uplifts, but coordination failures loom in the absence of hybrid human and machine oversight.",
   "abstract": "Simulations herein project 20–30% productivity uplifts, though coordination failures loom without hybrid oversight",
   "citation": "Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442",
   "datePublished": "2025",
   "claim_type": "failure",
   "confidence": "evidenced",
   "is_failure_mode": true,
   "scope_conditions": [
    "applies to swarm deployments lacking hybrid oversight arrangements"
   ],
   "source_pdf_sha256": "d2f6edebc562152f6ea706cc3ad944f7a1b81979931571e54cb782849839dfce",
   "status": "current"
  }
 ],
 "description": "4 claims in the published works of Wulf A. Kaal carry the concept tag 'oversight'. Derived node: a roster, not an adjudicated definition."
}