{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7719",
 "identifier": "kaal:position:2026-07-31-7719",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Generating And Choosing Organizations For Multi Agent Systems 6B1E566Ab4",
 "text": "Generating and Choosing Organizations for Multi-Agent Systems presents the following source proposition: It is the subject of recent studies, which define models to automatically perform this task. This proposition is pertinent to Kaal's source-bound claim that Lack of liquidity is one of the biggest problems in the traditional venture capital ecosystem, and the traditional VC model disincentivizes generating early profits because capital is locked in for an extended period of time. 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": [
  "defi",
  "risk-and-incentives",
  "innovation",
  "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: 0.3902.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Generating and Choosing Organizations for Multi-Agent Systems",
  "url": "https://doi.org/10.65109/dbkg1434"
 },
 "extends": {
  "identifier": "kaal:claim:3962614-003",
  "url": "https://wulfkaal.github.io/claims/3962614-003",
  "citation": "Wulf A. Kaal, REPUTATION AS CAPITAL – How Decentralized Autonomous Organizations Address Shortcomings in the Ventu (2021). SSRN: https://ssrn.com/abstract=3962614",
  "paper": "Wulf A. Kaal, REPUTATION AS CAPITAL – How Decentralized Autonomous Organizations Address Shortcomings in the Ventu",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3962614",
  "source_pdf_sha256": "c6e202e77fd08db801f932774026458b94e5d103abf30cb1189fe6a1c5edf391"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3962614-003"
  },
  {
   "@type": "CreativeWork",
   "name": "Generating and Choosing Organizations for Multi-Agent Systems",
   "url": "https://doi.org/10.65109/dbkg1434"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0010",
 "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/2026-07-31-7719",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7719.md",
 "candidateId": "kaal:response-draft:2026-07-31:65176145fa41b5d72cab",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3902,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: generating, organizations. Scope: traditional fiat venture capital funds.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.65109/dbkg1434",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.65109/dbkg1434",
  "doi": "10.65109/dbkg1434",
  "externalIds": {
   "DOI": "10.65109/dbkg1434",
   "Crossref": "10.65109/dbkg1434"
  },
  "retrievedAt": "2026-07-31T21:31:31.002Z",
  "providerPage": 10,
  "rawObservationSha256": "06d18dbb98161b376472d186dab8fbf8b775ec1a5af2666d7ec570a3f1f2da40",
  "inputSnapshotSha256": "38854b992555b92444c77ee205e21525efdcb5784dcf9267d112df4b84928413",
  "inputLine": 7474,
  "chunkId": "crossref-00012",
  "workId": "work:doi:10.65109/dbkg1434",
  "workAuthors": [
   "Cleber J. Amaral",
   "Jomi F. Hübner",
   "Stephen Cranefield"
  ],
  "workPublishedAt": "2024-05-06",
  "identityKeys": [
   "doi:10.65109/dbkg1434",
   "crossref:10.65109/dbkg1434",
   "url:https://doi.org/10.65109/dbkg1434",
   "title:8e053cd493cdaa78ad4d8be7",
   "proposition:0f47fd151582c817aecffa1677575b03ef0aed05b31d8f2f541bc9f16bf5297c"
  ],
  "sourceProposition": "It is the subject of recent studies, which define models to automatically perform this task.",
  "sourcePropositionSha256": "b20ec452a1f086b36deb3f0af1178cafb199336672bd560cabad0ec393724648",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3962614-003",
    "claimUrl": "https://wulfkaal.github.io/claims/3962614-003",
    "rank": 1,
    "confidence": 0.3902,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: generating, organizations. Scope: traditional fiat venture capital funds.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2470008-006",
    "claimUrl": "https://wulfkaal.github.io/claims/2470008-006",
    "rank": 2,
    "confidence": 0.3088,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: generating. Scope: hedge funds active in key markets; counterparty relationships with systemically important institutions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:1806252-002",
    "claimUrl": "https://wulfkaal.github.io/claims/1806252-002",
    "rank": 3,
    "confidence": 0.2952,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: recent. Scope: credit derivatives market experienced recent failure; hedge funds are major users of credit default swaps.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3936876-009",
    "claimUrl": "https://wulfkaal.github.io/claims/3936876-009",
    "rank": 4,
    "confidence": 0.2952,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: recent. Scope: United States custody market as of 2018.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3936876-036",
    "claimUrl": "https://wulfkaal.github.io/claims/3936876-036",
    "rank": 5,
    "confidence": 0.2893,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: multi. Scope: review source claim scope.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "affirm batch kaal-review:2026-07-31:streaming-etl-0010, SHA-256 702170a5716aed9e79302e88407930485844aeec8c140fe64a7bf7d5dd9603af, 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": "acb8eb5c38f628d9c008bdfbe979ddc2acfdb21d3f1b5cd772efa11153e9b8cd"
}