{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7753",
 "identifier": "kaal:position:2026-07-31-7753",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Multi Agent Systems For The Real World 352F72F8B7",
 "text": "Multi-agent systems for the real world presents the following source proposition: The real world introduces restrictions and noise at all levels. 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: 0.3648.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Multi-agent systems for the real world",
  "url": "https://doi.org/10.65109/gkme6599"
 },
 "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 systems for the real world",
   "url": "https://doi.org/10.65109/gkme6599"
  }
 ],
 "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/2026-07-31-7753",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7753.md",
 "candidateId": "kaal:response-draft:2026-07-31:563578387cc18615314e",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3648,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: multi, agent, real, all. Scope: multiple agents competing on the same job.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.65109/gkme6599",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.65109/gkme6599",
  "doi": "10.65109/gkme6599",
  "externalIds": {
   "DOI": "10.65109/gkme6599",
   "Crossref": "10.65109/gkme6599"
  },
  "retrievedAt": "2026-07-31T21:32:46.232Z",
  "providerPage": 15,
  "rawObservationSha256": "06c509afd39dfce411956a90644857c343536254e3754e7d61b9917ca7556e57",
  "inputSnapshotSha256": "4b76446dc6bf1d55513942e74f6c92a8a87ed7fe9173be4b65944f26fb34b117",
  "inputLine": 8670,
  "chunkId": "crossref-00017",
  "workId": "work:doi:10.65109/gkme6599",
  "workAuthors": [
   "Rajiv Maheswaran",
   "Craig Milo Rogers",
   "Romeo Sanchez",
   "Pedro Szekely",
   "Gergely Gati",
   "Kevin Smyth",
   "Chris VanBuskirk"
  ],
  "workPublishedAt": "2009-05-10",
  "identityKeys": [
   "doi:10.65109/gkme6599",
   "crossref:10.65109/gkme6599",
   "url:https://doi.org/10.65109/gkme6599",
   "title:eab4540db915296f04ebd7ff",
   "proposition:8878628b54c3204e9e766e914a580b332477b602d4e2d07eb70168cf61e3832f"
  ],
  "sourceProposition": "The real world introduces restrictions and noise at all levels.",
  "sourcePropositionSha256": "b118c0e99ca19332b82d39654ca6f0ef30c530bdb0f8a1f794b4d69cd373c57b",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:6192998-020",
    "claimUrl": "https://wulfkaal.github.io/claims/6192998-020",
    "rank": 1,
    "confidence": 0.3648,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: multi, agent, real, all. Scope: multiple agents competing on the same job.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6192998-032",
    "claimUrl": "https://wulfkaal.github.io/claims/6192998-032",
    "rank": 2,
    "confidence": 0.2736,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: multi, agent, all. Scope: validators actively penalize detected collusion; honest agents compete on quality in the same jobs.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4796714-023",
    "claimUrl": "https://wulfkaal.github.io/claims/4796714-023",
    "rank": 3,
    "confidence": 0.2601,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: real, world, all. Scope: applies to ex-ante controls imposed at the model and data levels; concerns emergent behavior that appears only in deployment.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3071378-008",
    "claimUrl": "https://wulfkaal.github.io/claims/3071378-008",
    "rank": 4,
    "confidence": 0.2433,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: world, introduces. Scope: before Congress adopts a policy on the treatment of blockchain services.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-004",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-004",
    "rank": 5,
    "confidence": 0.2318,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: noise, all. Scope: applies to internet-sourced text used for model training.",
    "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": "9277962aef1544b19851811f875c1c5aa5a95bf7fc51e798f3de4d67d4f200da"
}