{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7451",
 "identifier": "kaal:position:2026-07-31-7451",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Endogenous Observability And The Economics Of Algorithmic Monitoring App 3572A8A314",
 "text": "Endogenous Observability and the Economics of Algorithmic Monitoring Applying and Extending the Hand Formula to AI Governance presents the following source proposition: This paper develops an economic analysis of algorithmic fairness monitoring requirements and does not constitute legal advice. This proposition is pertinent to Kaal's source-bound claim that The published UDLC Codex deliberately left its DAO governance architecture unspecified because no existing decentralized governance paradigm could simultaneously satisfy the UDLC's requirements for real-time adaptivity, incorruptible expert meritocracy, jurisdictional neutrality, and long-term economic sustainability. 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",
  "governance-design",
  "law-and-legal-systems",
  "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: 0.3732.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Endogenous Observability and the Economics of Algorithmic Monitoring Applying and Extending the Hand Formula to AI Governance",
  "url": "https://doi.org/10.2139/ssrn.6452558"
 },
 "extends": {
  "identifier": "kaal:claim:5887242-006",
  "url": "https://wulfkaal.github.io/claims/5887242-006",
  "citation": "Wulf A. Kaal, The UDLC DAO Operationalizing a Continuously Evolving Universal Digital Law Codex Through Weighted (2025). SSRN: https://ssrn.com/abstract=5887242",
  "paper": "Wulf A. Kaal, The UDLC DAO Operationalizing a Continuously Evolving Universal Digital Law Codex Through Weighted",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5887242",
  "source_pdf_sha256": "4e5c2e2b4304af6d22e0b0939b1fddeabcf091e19a1b00b7bfccf77cbd6280c5"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/5887242-006"
  },
  {
   "@type": "CreativeWork",
   "name": "Endogenous Observability and the Economics of Algorithmic Monitoring Applying and Extending the Hand Formula to AI Governance",
   "url": "https://doi.org/10.2139/ssrn.6452558"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0009",
 "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/2026-07-31-7451",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7451.md",
 "candidateId": "kaal:response-draft:2026-07-31:4d0f6e4315a19e1f5063",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3732,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: economics, governance, economic, requirements, legal. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.2139/ssrn.6452558",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.2139/ssrn.6452558",
  "doi": "10.2139/ssrn.6452558",
  "externalIds": {
   "DOI": "10.2139/ssrn.6452558",
   "Crossref": "10.2139/ssrn.6452558"
  },
  "retrievedAt": "2026-07-31T20:34:04.363Z",
  "providerPage": 12,
  "rawObservationSha256": "44701920344dccd261a9795292e98a5126412e7128bd6d29ab50110d378f6b9d",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 2832,
  "chunkId": "crossref-00003",
  "workId": "work:doi:10.2139/ssrn.6452558",
  "workAuthors": [
   "Sharon Itonyo"
  ],
  "workPublishedAt": "2026-01-01",
  "identityKeys": [
   "doi:10.2139/ssrn.6452558",
   "crossref:10.2139/ssrn.6452558",
   "url:https://doi.org/10.2139/ssrn.6452558",
   "title:76323c41f0810717f45ed61f",
   "proposition:75e38c5799729ecf6e904564c7663f344808ce573b640fe38c70d5282aa9a49d"
  ],
  "sourceProposition": "This paper develops an economic analysis of algorithmic fairness monitoring requirements and does not constitute legal advice.",
  "sourcePropositionSha256": "8150ffc36953870236938336b17eebd829a064a34644cfeea1119ac75827b170",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:5887242-006",
    "claimUrl": "https://wulfkaal.github.io/claims/5887242-006",
    "rank": 1,
    "confidence": 0.3732,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: economics, governance, economic, requirements, legal. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6607458-001",
    "claimUrl": "https://wulfkaal.github.io/claims/6607458-001",
    "rank": 2,
    "confidence": 0.3653,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: endogenous, economics, economic, not. Scope: applies where outputs are generated by agents whose binding constraint is computational.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6607458-004",
    "claimUrl": "https://wulfkaal.github.io/claims/6607458-004",
    "rank": 3,
    "confidence": 0.3653,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: endogenous, economics, economic, not. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2317580-027",
    "claimUrl": "https://wulfkaal.github.io/claims/2317580-027",
    "rank": 4,
    "confidence": 0.3598,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: economics, monitoring, governance, not, legal. Scope: off-label marketing cases; boards subject to CIA certification requirements.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3373393-027",
    "claimUrl": "https://wulfkaal.github.io/claims/3373393-027",
    "rank": 5,
    "confidence": 0.3475,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: economics, monitoring, governance, requirements. Scope: review source claim scope.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, 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": "518c8e9bdb6b74f8edf8dd280c6787b4554b3f3e67bdbbcf8bd8bf0d2b44bc2f"
}