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The Plant Agent Gets a Consequence Check

OperAItor compares five validation schemes for supervisory fault actions in a 113-variable simulated reactor-distillation process.

Published Updated Story ID: mp-2026-11-04-019
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Summary

OperAItor compares five validation schemes for supervisory fault actions in a 113-variable simulated reactor-distillation process.

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.

Limits and context

  • Results are simulated and do not authorize autonomous plant control.

Key claims

  1. OperAItor compares five validation schemes for supervisory fault actions in a 113-variable simulated reactor-distillation process.

    Qualification: Results are simulated and do not authorize autonomous plant control.

    Evidence: source-2026-11-04-021

Sources

  1. arXiv preprint 2611.05179, original v1arXiv · primary research

Corrections

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