{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7168",
 "identifier": "kaal:position:2026-07-31-7168",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Loyalty By Design 4F9Cbdf397",
 "text": "AI Loyalty by Design presents the following source proposition: Much has been written about fairness, accountability, and transparency in the context of AI use and trust. This proposition is pertinent to Kaal's source-bound claim that DAO accountability comes from the recording mechanism itself: because all transactions and decisions are written to an immutable blockchain that every stakeholder can inspect, no single actor can easily manipulate or obscure organizational activity. 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": [
  "dao",
  "disclosure",
  "blockchain",
  "governance-design",
  "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: 0.4385.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI Loyalty by Design",
  "url": "https://doi.org/10.1093/oxfordhb/9780197579329.013.70"
 },
 "extends": {
  "identifier": "kaal:claim:4900880-036",
  "url": "https://wulfkaal.github.io/claims/4900880-036",
  "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
  "paper": "Wulf A. Kaal, Quantum Economy and the Future of Work",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4900880",
  "source_pdf_sha256": "64ea6e8b7cfb3d9a83801eba54f9b87182b842a963273ddab7f2d5305639db73"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/4900880-036"
  },
  {
   "@type": "CreativeWork",
   "name": "AI Loyalty by Design",
   "url": "https://doi.org/10.1093/oxfordhb/9780197579329.013.70"
  }
 ],
 "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/2026-07-31-7168",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7168.md",
 "candidateId": "kaal:response-draft:2026-07-31:caba2b17585abf063c51",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4385,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: design, written, accountability, transparency. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.1093/oxfordhb/9780197579329.013.70",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.1093/oxfordhb/9780197579329.013.70",
  "doi": "10.1093/oxfordhb/9780197579329.013.70",
  "externalIds": {
   "DOI": "10.1093/oxfordhb/9780197579329.013.70",
   "Crossref": "10.1093/oxfordhb/9780197579329.013.70"
  },
  "retrievedAt": "2026-07-31T20:33:40.714Z",
  "providerPage": 1,
  "rawObservationSha256": "ce3b9a7712a7d6122409ba0020552d5791d6d729f8618f505cfbe44899af4cad",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 125,
  "chunkId": "crossref-00001",
  "workId": "work:doi:10.1093/oxfordhb/9780197579329.013.70",
  "workAuthors": [
   "Anthony Aguirre",
   "Peter B. Reiner",
   "Harry Surden",
   "Gaia Dempsey"
  ],
  "workPublishedAt": "2022-12-19",
  "identityKeys": [
   "doi:10.1093/oxfordhb/9780197579329.013.70",
   "crossref:10.1093/oxfordhb/9780197579329.013.70",
   "url:https://doi.org/10.1093/oxfordhb/9780197579329.013.70",
   "title:335357e404c1f5949359e28a",
   "proposition:2e346d2b29978ecc0223bb11bc54ecf25eae3213fff53798314218875fa849c2"
  ],
  "sourceProposition": "Much has been written about fairness, accountability, and transparency in the context of AI use and trust.",
  "sourcePropositionSha256": "b6cc0195afd3131f3bf966428ab55075c7b004b68b53c83f9edc0eee5acff0c1",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:4900880-036",
    "claimUrl": "https://wulfkaal.github.io/claims/4900880-036",
    "rank": 1,
    "confidence": 0.4385,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: design, written, accountability, transparency. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-024",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-024",
    "rank": 2,
    "confidence": 0.3964,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: loyalty, design, much, trust. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782193-036",
    "claimUrl": "https://wulfkaal.github.io/claims/3782193-036",
    "rank": 3,
    "confidence": 0.378,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: design, has, fairness, transparency. Scope: large populations with diverse values.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782201-014",
    "claimUrl": "https://wulfkaal.github.io/claims/3782201-014",
    "rank": 4,
    "confidence": 0.3351,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: design, has, been, transparency. Scope: legacy institutions whose legal constitutions predate modern information processing.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4067783-035",
    "claimUrl": "https://wulfkaal.github.io/claims/4067783-035",
    "rank": 5,
    "confidence": 0.3142,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: design, has, been, trust. Scope: identity systems built on web-of-trust vouching.",
    "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": "f40b7ead234af9d84da63f8acabd586395daf976844bdc8557d3eadb56148f39"
}