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- Add 1%-sampled rollout persistence metrics that report per-item and per-thread JSON byte totals before and after filtering when metrics export is enabled. - Tag each item with its exact response or event variant, including nested turn-item kinds for conditionally persisted completion events, so aggregate cloud-storage impact can be estimated by policy choice.