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 "name": "Streaming Forge Protocol A Pre Output Governance Framework For Ai Reasoning Failur 19962A9288",
 "text": "Forge Protocol: A Pre-Output Governance Framework for AI Reasoning Failure Classification presents the following source proposition: Thus, they govern how systems are built, they evaluate what they produce, and they verify compliance after deployment. This proposition is pertinent to Kaal's source-bound claim that A disciplined, jurisdiction-specific controls framework should be treated as a condition precedent to launching LER, not as a matter to be resolved after deployment. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
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  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.427.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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  "url": "https://doi.org/10.2139/ssrn.6875201"
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  "paper": "Wulf A. Kaal, Liquid Equity Rewards",
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