{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7306",
 "identifier": "kaal:position:2026-07-31-7306",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Multi Agent Interaction 65757Aa29F",
 "text": "Multi-agent Interaction presents the following source proposition: With the development of AI agents, there is an opportunity to enable agents to discuss with each other using natural language. This proposition is pertinent to Kaal's source-bound claim that The real barrier to multi agent competition is not cost but the absence of an attribution mechanism: if only the best of several competing agents is paid, the others have no incentive to participate, so competition requires rewards proportional to each contributor's contribution. 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",
  "economics",
  "citation-and-knowledge",
  "risk-and-incentives",
  "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: 0.3881.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Multi-agent Interaction",
  "url": "https://doi.org/10.1007/978-3-031-94687-5_4"
 },
 "extends": {
  "identifier": "kaal:claim:6192998-020",
  "url": "https://wulfkaal.github.io/claims/6192998-020",
  "citation": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998",
  "paper": "Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2026",
  "ssrn": "https://ssrn.com/abstract=6192998",
  "source_pdf_sha256": "b04292561ee041e0c9eaa7eca28a410ed440e76a95743a539361a3f76c97f2b3"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/6192998-020"
  },
  {
   "@type": "CreativeWork",
   "name": "Multi-agent Interaction",
   "url": "https://doi.org/10.1007/978-3-031-94687-5_4"
  }
 ],
 "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/2026-07-31-7306",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7306.md",
 "candidateId": "kaal:response-draft:2026-07-31:7794277e9679b919dd42",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3881,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: multi, agent, agents, each, other. Scope: multiple agents competing on the same job.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.1007/978-3-031-94687-5_4",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.1007/978-3-031-94687-5_4",
  "doi": "10.1007/978-3-031-94687-5_4",
  "externalIds": {
   "DOI": "10.1007/978-3-031-94687-5_4",
   "Crossref": "10.1007/978-3-031-94687-5_4"
  },
  "retrievedAt": "2026-07-31T20:34:02.256Z",
  "providerPage": 7,
  "rawObservationSha256": "59e8d894624f25abc893d045f6415b19eec40d4fcd9e1f7f47d7f7e0ef6c60b6",
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  "inputLine": 1549,
  "chunkId": "crossref-00007",
  "workId": "work:doi:10.1007/978-3-031-94687-5_4",
  "workAuthors": [
   "Chung-Chi Chen",
   "Hiroya Takamura"
  ],
  "workPublishedAt": "2025-01-01",
  "identityKeys": [
   "doi:10.1007/978-3-031-94687-5_4",
   "crossref:10.1007/978-3-031-94687-5_4",
   "url:https://doi.org/10.1007/978-3-031-94687-5_4",
   "title:0f09c43461cccac002fe0e6a",
   "proposition:9250b7f5351eb5681a93ca042433dfa9c1e5aa4d792422e79f316ab67639344e"
  ],
  "sourceProposition": "With the development of AI agents, there is an opportunity to enable agents to discuss with each other using natural language.",
  "sourcePropositionSha256": "e93421bf8ac5d413a134c0b2bc405cfe6e69831ff6ecab78388197a2d8556a3d",
  "sourcePropositionIndex": 0,
  "claimMappings": [
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    "claimId": "kaal:claim:6192998-020",
    "claimUrl": "https://wulfkaal.github.io/claims/6192998-020",
    "rank": 1,
    "confidence": 0.3881,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: multi, agent, agents, each, other. Scope: multiple agents competing on the same job.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6244278-006",
    "claimUrl": "https://wulfkaal.github.io/claims/6244278-006",
    "rank": 2,
    "confidence": 0.3322,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: agent, interaction, agents, each. Scope: applies to stateless agents with only temporal memory and no persistent stake.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3406323-032",
    "claimUrl": "https://wulfkaal.github.io/claims/3406323-032",
    "rank": 3,
    "confidence": 0.3256,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: interaction, natural, language. Scope: human business interactions requiring interpretation of intent.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3405401-010",
    "claimUrl": "https://wulfkaal.github.io/claims/3405401-010",
    "rank": 4,
    "confidence": 0.3256,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: interaction, natural, language. Scope: interpretation of party intent is required.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4855607-028",
    "claimUrl": "https://wulfkaal.github.io/claims/4855607-028",
    "rank": 5,
    "confidence": 0.2743,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: interaction, development, agents. Scope: communities that both govern and consume the model they govern.",
    "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": "66508ddf92920f2bb549ce2c2940cb52cdc6b9ce2530352c971d46d521295a31"
}