{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-5762",
 "identifier": "kaal:position:2026-07-31-5762",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Proof Of Useful Intelligence Poui Blockchain Consensus Beyond Energy Was C7F474Ad5D",
 "text": "Proof of Useful Intelligence (PoUI): Blockchain Consensus Beyond Energy Waste presents the following source proposition: Its scalability and sustainability hinge on consensus mechanisms balancing security and efficiency. This proposition is pertinent to Kaal's source-bound claim that Most large private equity and hedge fund advisers have not yet even considered combining blockchain with big data and artificial intelligence, leaving first mover efficiency gains to smaller competitors. 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": [
  "blockchain",
  "ai-and-agents",
  "historical-response",
  "scholarly-literature",
  "openalex"
 ],
 "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: 0.4114.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Proof of Useful Intelligence (PoUI): Blockchain Consensus Beyond Energy Waste",
  "url": "http://arxiv.org/abs/2504.17539"
 },
 "extends": {
  "identifier": "kaal:claim:3409548-037",
  "url": "https://wulfkaal.github.io/claims/3409548-037",
  "citation": "Kaal, Financial Technology and Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3409548",
  "paper": "Kaal, Financial Technology and Hedge Funds",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2019",
  "ssrn": null,
  "source_pdf_sha256": "74227ab2656b06bfe4a29c942fc2ba26df9f476917e0a9f85ec038b8c3402c40"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3409548-037"
  },
  {
   "@type": "CreativeWork",
   "name": "Proof of Useful Intelligence (PoUI): Blockchain Consensus Beyond Energy Waste",
   "url": "http://arxiv.org/abs/2504.17539"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0002",
 "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/2026-07-31-5762",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-5762.md",
 "candidateId": "kaal:response-draft:2026-07-31:90277455adb5ccf317b1",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4114,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: intelligence, blockchain, efficiency, big, data, technology, applications. Scope: large fund advisers as of 2019.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4415307597",
  "queryId": "concept:9c5da690faad",
  "queryText": "model context protocol",
  "canonicalUrl": "http://arxiv.org/abs/2504.17539",
  "doi": "10.48550/arxiv.2504.17539",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4415307597",
   "DOI": "10.48550/arxiv.2504.17539"
  },
  "retrievedAt": "2026-07-31T17:51:52.387Z",
  "providerPage": 22,
  "rawObservationSha256": "8da2924a6f0664331194391c241e55a9c712009560e9915ee1603c6ce710667c",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 4969,
  "chunkId": "openalex-00020",
  "workId": "work:doi:10.48550/arxiv.2504.17539",
  "workAuthors": [
   "Zan‐Kai Chong",
   "Hiroyuki Ohsaki",
   "Bryan Ng"
  ],
  "workPublishedAt": "2025-04-24",
  "identityKeys": [
   "doi:10.48550/arxiv.2504.17539",
   "openalex:https://openalex.org/w4415307597",
   "url:http://arxiv.org/abs/2504.17539",
   "title:e865b11016703b217bbaff64",
   "proposition:9309cd76405c82bbbfd174842efc9ff6e8dafe3dd23b85156afd29fcf399354e"
  ],
  "sourceProposition": "Its scalability and sustainability hinge on consensus mechanisms balancing security and efficiency.",
  "sourcePropositionSha256": "a38aa3e240cb3e87c65aafc02eb028740d275f2136fafc1ad47f423668ac28d6",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3409548-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-037",
    "rank": 1,
    "confidence": 0.4114,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: intelligence, blockchain, efficiency, big, data, technology, applications. Scope: large fund advisers as of 2019.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 2,
    "confidence": 0.3771,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: intelligence, blockchain, big, data, technology, applications. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-002",
    "rank": 3,
    "confidence": 0.3771,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: intelligence, blockchain, big, data, technology, applications. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4796714-013",
    "claimUrl": "https://wulfkaal.github.io/claims/4796714-013",
    "rank": 4,
    "confidence": 0.3621,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, consensus, scalability, balancing, security. Scope: applies to blockchain networks used as governance infrastructure; necessary condition, not sufficient.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3808859-039",
    "claimUrl": "https://wulfkaal.github.io/claims/3808859-039",
    "rank": 5,
    "confidence": 0.3467,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: proof, blockchain, consensus, security, work, technology. Scope: stated as the requirement for technological decentralization via blockchain.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0002, SHA-256 86e0dda588610d89ed45ad08f4697601b5577f6e761e0bd9a9aef701c9c9deee, 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": "685a64bf646a47555b71070c2ef02c7e151c55d4b3205111d4d0da3aced31fc2"
}