{
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 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/platform-limitations",
 "identifier": "kaal:entity:platform-limitations",
 "name": "Platform limitations",
 "termCode": "platform-limitations",
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 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "dateModified": "2026-07-29",
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 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/3128900-004",
   "identifier": "kaal:claim:3128900-004",
   "text": "Micro task platform systems carry significant limitations that hold back the evolution of AI itself, so platform design is a bottleneck on AI progress rather than a peripheral concern.",
   "abstract": "But alas, microtasks platform systems are subject to significant limitations that inhibit the evolution of AI.",
   "citation": "Wulf A. Kaal, Decentralized Mechanical Turk Through Verified Reputation (2018). SSRN: https://ssrn.com/abstract=3128900",
   "datePublished": "2018",
   "claim_type": "failure",
   "confidence": "evidenced",
   "is_failure_mode": true,
   "scope_conditions": [
    "existing micro task platform systems"
   ],
   "source_pdf_sha256": "381d72e85d976e2af852e8ec3bba87bc6a05ccb3349a2c3dd6f9e64de96ab4b0",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/4734750-032",
   "identifier": "kaal:claim:4734750-032",
   "text": "Because AI progress depends on labeled data from micro task work, the significant limitations of existing micro task platform systems act as a direct constraint on the evolution of AI.",
   "abstract": "But alas, microtasks platform systems are subject to significant limitations that inhibit the evolution of AI.",
   "citation": "Wulf A. Kaal, Code Review DAO (2024). SSRN: https://ssrn.com/abstract=4734750",
   "datePublished": "2024",
   "claim_type": "failure",
   "confidence": "argued",
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   "source_pdf_sha256": "60eadf91c0913468505afc664c8d8d1e1673d6c5326d031ca7060addb8ab2eda",
   "status": "current"
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 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'platform-limitations'. Derived node: a roster, not an adjudicated definition."
}