{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7207",
 "identifier": "kaal:position:2026-07-31-7207",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Risk Management A Law And Economics Perspective 2D46F672E0",
 "text": "AI risk management – A law and economics perspective presents the following source proposition: Drawing on the theoretical parallels between risk management and tort law, the analysis demonstrates the importance of cost-benefit and risk-utility models in transforming ambiguous legal standards into actionable ones. This proposition is pertinent to Kaal's source-bound claim that Review changes the game theoretical perspective from a single stage game to a repeated game, which produces more efficient cooperation instead of internal competition and is what makes the open source environment sustainable in the long run. The proposed response is a qualification: 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": "qualification",
 "keywords": [
  "open-source-and-code",
  "economics",
  "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: 0.4014.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI risk management – A law and economics perspective",
  "url": "https://doi.org/10.1017/cfl.2026.10042"
 },
 "extends": {
  "identifier": "kaal:claim:3782217-037",
  "url": "https://wulfkaal.github.io/claims/3782217-037",
  "citation": "Craig Calcaterra, Wulf A. Kaal, The Importance of History In Decentralization (2021). SSRN: https://ssrn.com/abstract=3782217",
  "paper": "Craig Calcaterra, Wulf A. Kaal, The Importance of History In Decentralization",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3782217",
  "source_pdf_sha256": "358779557d8e7dcd101720ca0fad90b9146d24f1c7c03909eb431fcf1fb7e103"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3782217-037"
  },
  {
   "@type": "CreativeWork",
   "name": "AI risk management – A law and economics perspective",
   "url": "https://doi.org/10.1017/cfl.2026.10042"
  }
 ],
 "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/2026-07-31-7207",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7207.md",
 "candidateId": "kaal:response-draft:2026-07-31:b964298f038d346a3457",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4014,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: economics, perspective, theoretical, importance. Scope: DAOs where past contributions remain reviewable.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.1017/cfl.2026.10042",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.1017/cfl.2026.10042",
  "doi": "10.1017/cfl.2026.10042",
  "externalIds": {
   "DOI": "10.1017/cfl.2026.10042",
   "Crossref": "10.1017/cfl.2026.10042"
  },
  "retrievedAt": "2026-07-31T20:34:00.642Z",
  "providerPage": 3,
  "rawObservationSha256": "eaef87a80e586c52a0a2def9f1cf8129820be5a0590195d033e067c1b4bdf2a2",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 593,
  "chunkId": "crossref-00003",
  "workId": "work:doi:10.1017/cfl.2026.10042",
  "workAuthors": [
   "Jan-Frederick Göhsl"
  ],
  "workPublishedAt": "2026-01-01",
  "identityKeys": [
   "doi:10.1017/cfl.2026.10042",
   "crossref:10.1017/cfl.2026.10042",
   "url:https://doi.org/10.1017/cfl.2026.10042",
   "title:d3f9d2ad027637e36399e975",
   "proposition:ccf700617c72fe1416aab626b3f9bad3c8f5a659a73e27994be8941096e4dfcd"
  ],
  "sourceProposition": "Drawing on the theoretical parallels between risk management and tort law, the analysis demonstrates the importance of cost-benefit and risk-utility models in transforming ambiguous legal standards into actionable ones.",
  "sourcePropositionSha256": "a0bce8a9934505b0f92006b4173cbdc16578d2b60d2834466489aebc6cd401aa",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3782217-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3782217-037",
    "rank": 1,
    "confidence": 0.4014,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: economics, perspective, theoretical, importance. Scope: DAOs where past contributions remain reviewable.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5454054-028",
    "claimUrl": "https://wulfkaal.github.io/claims/5454054-028",
    "rank": 2,
    "confidence": 0.3473,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: risk, law, economics, utility, legal. Scope: EU, UK, and U.S. jurisdictions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4021599-029",
    "claimUrl": "https://wulfkaal.github.io/claims/4021599-029",
    "rank": 3,
    "confidence": 0.3426,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: risk, law, economics, between, utility. Scope: industry maturation over time.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782217-032",
    "claimUrl": "https://wulfkaal.github.io/claims/3782217-032",
    "rank": 4,
    "confidence": 0.3425,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: economics, perspective, importance. Scope: long term horizon; absence of a culture acknowledging past contributions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2029983-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2029983-002",
    "rank": 5,
    "confidence": 0.3359,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: law, economics, importance, legal. Scope: review source claim scope.",
    "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": "69f0f4278e5365e3827ffaf509c4fc04ce6b6324b323ee477f8c0e9406fecdd9"
}
