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\section{Conclusion}
\label{sec:conclusion}

Counterfactual edit credit turns one tested removal of surviving file effects into an additive signal for their producing turns. The construction makes the intervention, query budget, and receiving region explicit, while its broadcast and terminal edit-focus controls separate concrete alternative training rules. The method and implementation checks provide a concrete basis for testing whether this allocation improves repository repair.
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