{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7359",
 "identifier": "kaal:position:2026-07-31-7359",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming When Agents Cannot Be Benchmarked Ai Capability Opacity Corporate Govern 6Ea6Fe65Ff",
 "text": "When Agents Cannot Be Benchmarked: AI Capability Opacity, Corporate Governance, and a Research Agenda * presents the following source proposition: Classical agency theory cannot account for this pattern: every action was logged, and incentives were perfectly aligned by construction. This proposition is pertinent to Kaal's source-bound claim that In the theoretical model, the incentive design of decentralized reputation staking governance aligns the individual with the group so tightly that the agent cannot gain personally at the expense of the principal. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "ai-and-agents",
  "risk-and-incentives",
  "corporate-governance",
  "decentralization",
  "governance-design",
  "defi",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
 "scope_conditions": [
  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.4257.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "When Agents Cannot Be Benchmarked: AI Capability Opacity, Corporate Governance, and a Research Agenda *",
  "url": "https://doi.org/10.2139/ssrn.6655439"
 },
 "extends": {
  "identifier": "kaal:claim:3949098-022",
  "url": "https://wulfkaal.github.io/claims/3949098-022",
  "citation": "Wulf A. Kaal, Reputation as Capital – How DAOs Upgrade Finance (2021). SSRN: https://ssrn.com/abstract=3949098",
  "paper": "Wulf A. Kaal, Reputation as Capital – How DAOs Upgrade Finance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3949098",
  "source_pdf_sha256": "04297905564a6092b2db7640561f58fd374d3114c79527357bad09d11b909819"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3949098-022"
  },
  {
   "@type": "CreativeWork",
   "name": "When Agents Cannot Be Benchmarked: AI Capability Opacity, Corporate Governance, and a Research Agenda *",
   "url": "https://doi.org/10.2139/ssrn.6655439"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0008",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7359",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7359.md",
 "candidateId": "kaal:response-draft:2026-07-31:e531354c2711efdd9e4a",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4257,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: agents, cannot, corporate, governance, incentives, aligned. Scope: theoretical model; adoption of the decentralized reputation staking governance mechanisms.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.2139/ssrn.6655439",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.2139/ssrn.6655439",
  "doi": "10.2139/ssrn.6655439",
  "externalIds": {
   "DOI": "10.2139/ssrn.6655439",
   "Crossref": "10.2139/ssrn.6655439"
  },
  "retrievedAt": "2026-07-31T20:34:03.188Z",
  "providerPage": 9,
  "rawObservationSha256": "969786bad5a6dbaad993d2977114065acdefd86338aad08979668c3007ed48d9",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 2006,
  "chunkId": "crossref-00009",
  "workId": "work:doi:10.2139/ssrn.6655439",
  "workAuthors": [
   "Phuc Nguyen"
  ],
  "workPublishedAt": "2026-01-01",
  "identityKeys": [
   "doi:10.2139/ssrn.6655439",
   "crossref:10.2139/ssrn.6655439",
   "url:https://doi.org/10.2139/ssrn.6655439",
   "title:a933e2d202deae90eb19446f",
   "proposition:3518efcc46908a4bd331e82333c14ac50f7f3df301878767638310314a063326"
  ],
  "sourceProposition": "Classical agency theory cannot account for this pattern: every action was logged, and incentives were perfectly aligned by construction.",
  "sourcePropositionSha256": "abfd9409601bd24b36186ecdfb1328a04ae462ef77049f5479a2bb2fa578968a",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3949098-022",
    "claimUrl": "https://wulfkaal.github.io/claims/3949098-022",
    "rank": 1,
    "confidence": 0.4257,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agents, cannot, corporate, governance, incentives, aligned. Scope: theoretical model; adoption of the decentralized reputation staking governance mechanisms.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2097160-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2097160-002",
    "rank": 2,
    "confidence": 0.4155,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: corporate, governance, research, classical, theory. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3373393-009",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-009",
    "rank": 3,
    "confidence": 0.405,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agents, corporate, governance, agency, aligned. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3808852-010",
    "claimUrl": "https://wulfkaal.github.io/claims/3808852-010",
    "rank": 4,
    "confidence": 0.3912,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: cannot, corporate, governance, agency, theory. Scope: applies to limited liability entities and their constituents.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2097160-007",
    "claimUrl": "https://wulfkaal.github.io/claims/2097160-007",
    "rank": 5,
    "confidence": 0.3767,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agents, cannot, corporate, governance, account. Scope: principal agent relationship under incomplete contracting.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0008, SHA-256 469be3af77a43b8a86f52c2e8253882abdefc7a0da53c392329c3cb8a11e8160, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
 "sha256": "bba874bde76fd9d040b725d4d0c0a622ef543568fe7c0a740ad6f29bc54e266d"
}
