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  "scope": "Fixed synthetic domains; no semantic inference or real model quality measurement.",
  "negative_results": "Staged selection uses more decisions than joint binding for small independent domains. Joint rejects a 100x100 Cartesian space; staged supports it.",
  "cost_conversion": "Zero actual model calls. No paid savings or tariff assumed."
}