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 "identifier": "kaal:position:2026-07-31-7271",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming The Digital Immune System E06D2Ef171",
 "text": "The Digital Immune System presents the following source proposition: As AI agents increasingly manage global supply chains, traditional security and governance are becoming obsolete, creating systemic risks from opaque algorithms and new cyber-physical attack surfaces. This proposition is pertinent to Kaal's source-bound claim that Cyber security incidents contribute to the volatility of the digital asset market through a specific channel: consumers instantaneously withdraw their assets from an exchange affected by an incident. The proposed response is a qualification: 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"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
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  "defi",
  "systemic-risk",
  "economics",
  "institutional-design",
  "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: 0.3749.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "The Digital Immune System",
  "url": "https://doi.org/10.4018/979-8-3373-8841-0.ch004"
 },
 "extends": {
  "identifier": "kaal:claim:3606663-021",
  "url": "https://wulfkaal.github.io/claims/3606663-021",
  "citation": "Kaal, Digital Asset Market Evolution (2020). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3606663",
  "paper": "Kaal, Digital Asset Market Evolution",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2020",
  "ssrn": null,
  "source_pdf_sha256": "d1d4a15a293b715bb6a5a32e689f59c3a1587915039ba9a1cf4eeb8ee2a1e57c"
 },
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  {
   "@type": "CreativeWork",
   "name": "The Digital Immune System",
   "url": "https://doi.org/10.4018/979-8-3373-8841-0.ch004"
  }
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 "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.",
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 "candidateId": "kaal:response-draft:2026-07-31:7b5ea74da7b70632afba",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3749,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: digital, security, systemic, cyber. Scope: digital asset exchanges affected by cyber security incidents; author flags other contributing reasons.",
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  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
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  "doi": "10.4018/979-8-3373-8841-0.ch004",
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  "workAuthors": [
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: digital, security, systemic, cyber. Scope: digital asset exchanges affected by cyber security incidents; author flags other contributing reasons.",
    "ambiguous": true
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   {
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    "whyRelevant": "Shared high-information concepts: digital, security, obsolete, systemic. Scope: review source claim scope.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: global, governance, systemic, new. Scope: decentralized banking and underwriting with well designed governance.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: supply, systemic, risks. Scope: applies to hedge funds operating within the shadow banking system.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: digital, supply, systemic. Scope: CBDC built on a blockchain style protocol; central bank intends to conduct monetary policy through the CBDC.",
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 "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.",
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