{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-5748",
 "identifier": "kaal:position:2026-07-31-5748",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Legacy The Ai Agent In The Room Rethinking Consumer Decision Making In The Age  350Ff6284A",
 "text": "The AI Agent in the Room: Rethinking Consumer Decision‐Making in the Age of Autonomous AI should be assessed against Kaal's source-bound position that A drawback of the traditional VC evaluation process is that perceptual, emotional, and cognitive processes affect the investment decision alongside financial considerations, because the evaluation criteria are applied through subjective human decision making. The external source's verified abstract presents this proposition: ABSTRACT The rapid proliferation of AI agents (AIAs) is fundamentally altering how consumers make decisions. The defensible response is a qualification: the source is pertinent to the Kaal position, but agreement, extension, contradiction, and scope should not be strengthened beyond the retrieved evidence.",
 "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": "qualification",
 "keywords": [
  "innovation",
  "historical-response",
  "scholarly-literature"
 ],
 "scope_conditions": [
  "The response remains limited to the source proposition and evidence retrieved in this reconciliation cycle.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: legacy curated mapping review.",
  "Mapping confidence is intentionally unscored.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "The AI Agent in the Room: Rethinking Consumer Decision‐Making in the Age of Autonomous AI",
  "url": "https://doi.org/10.1002/mar.70165"
 },
 "extends": {
  "identifier": "kaal:claim:3962614-008",
  "url": "https://wulfkaal.github.io/claims/3962614-008",
  "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/3962614-008"
  },
  {
   "@type": "CreativeWork",
   "name": "The AI Agent in the Room: Rethinking Consumer Decision‐Making in the Age of Autonomous AI",
   "url": "https://doi.org/10.1002/mar.70165"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:legacy-reconciliation-0001",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#frozen-batch-heading",
 "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/2026-07-31-5748",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-5748.md",
 "candidateId": "kaal:response-draft:2026-07-31:03a8b6cb40d2ee9afe91",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "legacy curated mapping review",
 "mappingConfidence": null,
 "mappingAmbiguous": true,
 "mappingMethod": "legacy corpus-wide candidate binding",
 "mappingWhyRelevant": "The source proposition is pertinent to the scope of kaal:claim:3962614-008; final semantic strength requires human review.",
 "sourceProvenance": {
  "source": "Crossref REST API",
  "endpoint": "https://api.crossref.org/works/10.1002/mar.70165",
  "status": 200,
  "legacyEvidenceLevel": "metadata reviewed",
  "sourceLayer": "scholarly work",
  "provider": "Crossref",
  "providerId": "10.1002/mar.70165",
  "sourceIdentityKey": "doi:10.1002/mar.70165",
  "retrievedAt": "2026-07-31T17:48:24.514Z",
  "sourceMetadataSha256": "c5083971c6d02f73a834e75f8d4effc46bbdfe652d89e01a66b37ce4353fdb31",
  "sourceContentSha256": "ee6e860cf008055c27784ddc183eb49d2310149bb1a78e8cffb270525d15e036",
  "sourceProposition": "ABSTRACT The rapid proliferation of AI agents (AIAs) is fundamentally altering how consumers make decisions."
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:legacy-reconciliation-0001, SHA-256 1f3dcd62332f12880cc3432ab8f2df0ba0b52bbf3db528ab15bff9b620296e35, as written and authorize publication of all 52 response claims on my canonical property, preserving their evidence levels, ambiguity labels, and the unchanged 5,033 scholarly claims.",
 "sha256": "6eb44c7ac09767214efd2268367ef3acdb5f031879a215f86aba1c5a6ee33dec"
}