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    "headline": "The Plant Agent Gets a Consequence Check",
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    "dek": "OperAItor compares five validation schemes for supervisory fault actions in a 113-variable simulated reactor-distillation process.",
    "summary": "OperAItor compares five validation schemes for supervisory fault actions in a 113-variable simulated reactor-distillation process.",
    "body_text": "Across 20 fault scenarios, validated configurations cut plant stops from 18 without intervention to five through eight for three tested models and recover $265,000 of benchmark loss. Results are simulated and do not authorize autonomous plant control.",
    "why_it_matters": "OperAItor compares five validation schemes for supervisory fault actions in a 113-variable simulated reactor-distillation process.",
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      "Results are simulated and do not authorize autonomous plant control."
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      "industrial agents",
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      "title": "arXiv preprint 2611.05179, original v1",
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