{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7745",
 "identifier": "kaal:position:2026-07-31-7745",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Role Evolution In Open Multi Agent Systems As An Information Source For  F01F1C751B",
 "text": "Role evolution in Open Multi-Agent Systems as an information source for trust presents the following source proposition: In Open Multi-Agent Systems (OMAS), deciding with whom to interact is a particularly difficult task for an agent, as repeated interactions with the same agents are scarce, and reputation mechanisms become increasingly unreliable. This proposition is pertinent to Kaal's source-bound claim that The strong trust that sustained Maghribi trade, in which embezzlement was rare despite extreme information asymmetry, cannot be explained by a strong centralized government, since the Maghribis could not form a centralized legal or political hierarchy and the official legal channels were slow and unreliable. 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": [
  "ai-and-agents",
  "corporate-governance",
  "disclosure",
  "reputation",
  "law-and-legal-systems",
  "compliance",
  "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: 0.3615.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Role evolution in Open Multi-Agent Systems as an information source for trust",
  "url": "https://doi.org/10.65109/cmrw1560"
 },
 "extends": {
  "identifier": "kaal:claim:3782193-030",
  "url": "https://wulfkaal.github.io/claims/3782193-030",
  "citation": "Craig Calcaterra, Wulf A. Kaal, Historical Sketches of Centralization vs. Decentralization (2021). SSRN: https://ssrn.com/abstract=3782193",
  "paper": "Craig Calcaterra, Wulf A. Kaal, Historical Sketches of Centralization vs. Decentralization",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3782193",
  "source_pdf_sha256": "74df9cc9a19a098bdacd0424a4174795f6e184f7a31c8ee7541195186701ebd2"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3782193-030"
  },
  {
   "@type": "CreativeWork",
   "name": "Role evolution in Open Multi-Agent Systems as an information source for trust",
   "url": "https://doi.org/10.65109/cmrw1560"
  }
 ],
 "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/2026-07-31-7745",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7745.md",
 "candidateId": "kaal:response-draft:2026-07-31:48fb29458a78122c75f2",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3615,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: information, trust, agents, reputation, unreliable. Scope: Maghribi Jewish traders around 1000 AD under the Fatimid caliphate.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.65109/cmrw1560",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.65109/cmrw1560",
  "doi": "10.65109/cmrw1560",
  "externalIds": {
   "DOI": "10.65109/cmrw1560",
   "Crossref": "10.65109/cmrw1560"
  },
  "retrievedAt": "2026-07-31T21:32:45.896Z",
  "providerPage": 14,
  "rawObservationSha256": "36ac4d907365266a7dce6b86165754c6788e3d3b254067f966f9896f1e5873f4",
  "inputSnapshotSha256": "4b76446dc6bf1d55513942e74f6c92a8a87ed7fe9173be4b65944f26fb34b117",
  "inputLine": 8297,
  "chunkId": "crossref-00016",
  "workId": "work:doi:10.65109/cmrw1560",
  "workAuthors": [
   "Ramón Hermoso",
   "Holger Billhardt",
   "Sascha Ossowski"
  ],
  "workPublishedAt": "2010-05-10",
  "identityKeys": [
   "doi:10.65109/cmrw1560",
   "crossref:10.65109/cmrw1560",
   "url:https://doi.org/10.65109/cmrw1560",
   "title:131f901337fa35b153d43666",
   "proposition:e007f2a2e07ff16a008c31f69e8fef15546de564ec50fb40235a6b71128900ea"
  ],
  "sourceProposition": "In Open Multi-Agent Systems (OMAS), deciding with whom to interact is a particularly difficult task for an agent, as repeated interactions with the same agents are scarce, and reputation mechanisms become increasingly unreliable.",
  "sourcePropositionSha256": "c357afb9c0a7f81d1f8c6871c4030205bdd112944b8de7cbdd2228ecbf56864d",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3782193-030",
    "claimUrl": "https://wulfkaal.github.io/claims/3782193-030",
    "rank": 1,
    "confidence": 0.3615,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: information, trust, agents, reputation, unreliable. Scope: Maghribi Jewish traders around 1000 AD under the Fatimid caliphate.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3808859-034",
    "claimUrl": "https://wulfkaal.github.io/claims/3808859-034",
    "rank": 2,
    "confidence": 0.3238,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: trust, reputation, mechanisms, increasingly. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3227967-038",
    "claimUrl": "https://wulfkaal.github.io/claims/3227967-038",
    "rank": 3,
    "confidence": 0.3224,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: open, source, trust, reputation. Scope: technology based business solutions built by developers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782217-031",
    "claimUrl": "https://wulfkaal.github.io/claims/3782217-031",
    "rank": 4,
    "confidence": 0.3224,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: open, source, trust, reputation. Scope: decentralized networks without a central approving authority.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6421319-012",
    "claimUrl": "https://wulfkaal.github.io/claims/6421319-012",
    "rank": 5,
    "confidence": 0.3173,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: open, source, agents, reputation. Scope: required to prevent scarcity from migrating rather than dissolving.",
    "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": "cd02f9ff81b2169bb7e08684f404d4b0a5693bd59deecc59326c839508543ff2"
}