{
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    "desired_outcome": "A verification note that separates the decision, decisive claims, independent evidence, failure checks and the final action.",
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      "reason": "",
      "evidence_or_source_role": "",
      "important_limit": "A cited page can be wrong, stale or derivative; source quality and independence still matter.",
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      "important_limit": "Older self-correction studies do not establish the limits of every current model. The external test can also be wrong, so inspect its assumptions.",
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      "important_limit": "A happy demonstration is not sufficient validation either. Include relevant constraints and exceptions without treating a small sample as every possible use.",
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      "item_id": "MHC-D-RESEARCH-0495",
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      "evidence_or_source_role": "",
      "important_limit": "Do not infer a general failure mode from one example without additional evidence.",
      "source_url": "https://vedokrok.com/knowledge/keep-a-list-of-high-confidence-ai-failures"
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    "alternatives": [],
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        "title": "Check / stop / escalation rule",
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  "next_action": "",
  "check_rule": "",
  "stop_or_escalation_rule": ""
}