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 "identifier": "kaal:position:2026-08-08-021",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Navigating The Ai Energy Challenge A Sociotechnical Framework And Strate A162F55De8",
 "text": "Xiaoyang Liu independently supports Kaal's source-bound position through Navigating the AI Energy Challenge: A Sociotechnical Framework and Strategic Solutions for Sustainable Artificial Intelligence. The indexed proposition states that artificial intelligence is at the intersection of innovation and escalating energy demands. This bears on Kaal's claim that centralized AI systems excel at scaling defined work but struggle to cultivate genuine discernment without consequential feedback, and they face escalating constraints in data scarcity, energy demands, regulatory scrutiny, and interconnect bottlenecks. The external work independently identifies escalating energy demand as an AI constraint; it does not address the other data, regulatory, and interconnection constraints in Kaal's compound claim. The response is limited to the indexed proposition and does not imply review of the full external work.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "datePublished": "2026-08-08",
 "dateModified": "2026-08-08",
 "creativeWorkStatus": "Affirmed",
 "responseType": "agreement",
 "keywords": [
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  "historical-response",
  "scholarly-literature",
  "openalex"
 ],
 "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: substantively reviewed abstract-level qualification.",
  "Primary mapping confidence: 0.5.",
  "The primary mapping cleared the automated ambiguity test; substantive scope remains review-bound.",
  "Evidence is limited to an indexed abstract proposition and bibliographic identity; full text was not reviewed in this pass.",
  "The response does not treat lexical overlap or the original automated mapping score as evidence.",
  "The relationship is limited to the stated proposition and the mapped Kaal claim."
 ],
 "currentDebate": {
  "name": "Navigating the AI Energy Challenge: A Sociotechnical Framework and Strategic Solutions for Sustainable Artificial Intelligence",
  "url": "https://doi.org/10.1051/shsconf/202521801025"
 },
 "extends": {
  "identifier": "kaal:claim:6244278-034",
  "url": "https://wulfkaal.github.io/claims/6244278-034",
  "citation": "Wulf A. Kaal, AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment (2026). SSRN: https://ssrn.com/abstract=6244278",
  "paper": "Wulf A. Kaal, AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2026",
  "ssrn": "https://ssrn.com/abstract=6244278",
  "source_pdf_sha256": "53533cdcc081184e7a376516ad4fece0a64ce49f6c8931b6a2c2e98ed914a84b"
 },
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 ],
 "batch_id": "kaal-review:2026-08-08:backlog-substantive-0001-reviewed-v2",
 "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": {
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 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-08-08-021",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-08-08-021.md",
 "candidateId": "kaal:response-draft:2026-08-02:0ecded6567c981447741",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "substantively reviewed abstract-level qualification",
 "mappingConfidence": 0.5,
 "mappingAmbiguous": false,
 "mappingMethod": "complete-corpus remap plus source-level proposition, mechanism, and scope adjudication",
 "mappingWhyRelevant": "The external work independently identifies escalating energy demand as an AI constraint; it does not address the other data, regulatory, and interconnection constraints in Kaal's compound claim.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4411973019",
  "queryId": "concept:516a267369f9",
  "queryText": "dynamic regulation",
  "canonicalUrl": "https://doi.org/10.1051/shsconf/202521801025",
  "doi": "10.1051/shsconf/202521801025",
  "externalIds": {
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   "DOI": "10.1051/shsconf/202521801025"
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  "retrievedAt": "2026-08-02T18:36:29.455Z",
  "providerPage": 220,
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  "workId": "work:doi:10.1051/shsconf/202521801025",
  "workAuthors": [
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  "identityKeys": [
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  "sourcePropositionIndex": 0,
  "claimMappings": [
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    "claimId": "kaal:claim:6244278-034",
    "claimUrl": "https://wulfkaal.github.io/claims/6244278-034",
    "rank": 1,
    "confidence": 0.5,
    "method": "complete-corpus remap plus source-level proposition, mechanism, and scope adjudication",
    "whyRelevant": "The external work independently identifies escalating energy demand as an AI constraint; it does not address the other data, regulatory, and interconnection constraints in Kaal's compound claim.",
    "ambiguous": false
   }
  ],
  "substantiveReview": {
   "disposition": "retained",
   "reviewedAt": "2026-08-08T14:25:09.798Z",
   "reviewer": "Codex full-backlog substantive review",
   "rationale": "The external work independently identifies escalating energy demand as an AI constraint; it does not address the other data, regulatory, and interconnection constraints in Kaal's compound claim.",
   "limitations": [
    "Evidence is limited to an indexed abstract proposition and bibliographic identity; full text was not reviewed in this pass.",
    "The response does not treat lexical overlap or the original automated mapping score as evidence.",
    "The relationship is limited to the stated proposition and the mapped Kaal claim."
   ],
   "sourceIdentity": {
    "source": "Crossref REST work record",
    "doi": "10.1051/shsconf/202521801025",
    "title": "Navigating the AI Energy Challenge: A Sociotechnical Framework and Strategic Solutions for Sustainable Artificial Intelligence",
    "checkedAt": "2026-08-08T14:25:09.798Z"
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   "supersedesRetainedSnapshotSha256": "78ef783b10016f3097780fdeed961f7bf842c9675bd085b757b54be352d7a2e5",
   "correction": "Corrected singular-author verb agreement and decoded presentation-only HTML entities; substantive mapping, rationale, evidence limitation, and disposition are unchanged."
  }
 },
 "userAffirmation": "Wulf A. Kaal authorized substantive review of the 22,119 private candidates and addition of defensible retained response claims to the canonical claims record on 2026-08-08 under standing automatic-publication authority.",
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}