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 "text": "An AI-Native Biofoundry for Autonomous Enzyme Engineering: Integrating Active Learning with Automated Experimentation should be assessed against Kaal's source-bound claim that Under certain restrictive assumptions it has been proven that no protocol can guarantee fair exchange with decentralized arbiters, so no design on this architecture can promise absolute certainty of fair machine arbitration. The current metadata indicates a plausible connection through model context protocol, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "Mapping review tier: ambiguity triage before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
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  "url": "https://wulfkaal.github.io/claims/3125822-036",
  "citation": "Craig Calcaterra, Wulf A. Kaal, Vlad Andrei, Blockchain Infrastructure for Measuring Domain Specific Reputation in Autonomous Decentralized and A (2018). SSRN: https://ssrn.com/abstract=3125822",
  "paper": "Wulf A. Kaal, Vlad Andrei, Blockchain Infrastructure for Measuring Domain Specific Reputation in Autonomous Decentralized and A",
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   "Wulf A. Kaal"
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 "mappingWhyRelevant": "Shared high-information concepts: autonomous, design, promise, specific, architecture, protocol, abstract. Scope: holds under the restrictive assumptions of the cited impossibility result.",
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  "query": "model context protocol",
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  "retrievedAt": "2026-07-31T13:58:04.059Z",
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