{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-1015",
 "identifier": "kaal:position:2026-07-31-1015",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Historical 875Ea865D0730Bcda932",
 "text": "How Decentralized Systems Can Upgrade AI should be assessed against Kaal's source-bound claim that The conveniences and benefits of centralized algorithmic automation carry risks to humanity that cannot be fully quantified, and decentralized systems can counteract those downsides and threats. The current metadata indicates a plausible connection through How Decentralized Systems Can Upgrade, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
 "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": [
  "decentralization",
  "risk-and-incentives",
  "governance-design",
  "ai-and-agents"
 ],
 "scope_conditions": [
  "Apply only within the source-bound Kaal claim's stated scope.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
 "currentDebate": {
  "name": "How Decentralized Systems Can Upgrade AI",
  "url": "https://www.semanticscholar.org/paper/52f48404b999453bdecc34c8f4791b5534a93cf1"
 },
 "extends": {
  "identifier": "kaal:claim:3808867-023",
  "url": "https://wulfkaal.github.io/claims/3808867-023",
  "citation": "Wulf A. Kaal, How Decentralized Systems Can Upgrade AI (2021). SSRN: https://ssrn.com/abstract=3808867",
  "paper": "How Decentralized Systems Can Upgrade AI",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3808867",
  "source_pdf_sha256": "eeccf6d0587bd278a96ce6ac8ec5003e26d161c245f6c94b4144d84f374802eb"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3808867-023"
  },
  {
   "@type": "CreativeWork",
   "name": "How Decentralized Systems Can Upgrade AI",
   "url": "https://www.semanticscholar.org/paper/52f48404b999453bdecc34c8f4791b5534a93cf1"
  }
 ],
 "batch_id": "historical-backfill:2026-07-31:phase-0005",
 "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/2026-07-31-1015",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-1015.md",
 "candidateId": "kaal:response-candidate:2026-07-31:c517e1ddf8372da8",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3702,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: decentralized, upgrade, algorithmic, centralized, automation, humanity, same, time. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "How Decentralized Systems Can Upgrade",
  "queryId": "paper:kaal-2021-howdecentralizedsystemsc",
  "page": 1,
  "sourceRank": 1,
  "retrievedAt": "2026-07-31T13:59:55.933Z",
  "citationCount": 1,
  "venue": "Social Science Research Network",
  "publicationTypes": []
 },
 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
 "sha256": "1a856c99353db606b5125a9dbe4a88d2a5d4553d777e24644dba53e651e786a0"
}
