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update_state(None, as_node=END), as_node="__input__" and "__copy__" saved their checkpoint without counters_since_delta_snapshot, so the next checkpoint restarted every delta channel's snapshot cadence from zero. END and __input__ now advance the counters by one superstep, like the other update_state paths; __copy__ keeps the copied checkpoint's.