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Choosing On-Demand or Reclaimable Capacity by Expected Rework Cost

The interruption mechanism alone does not tell a researcher what to rent; this node is the judgement that turns it into a plan, and it is where the outcome's cost constraint and its survivability constraint meet. Without it the learner either overpays for certainty they do not need or loses long uncheckpointed runs.