Once you've put the capsules in the order you want them, you need to "reorder" them to lock them in place.
When you are in edit mode, look on the right side of the page for the tabs under the "Add more capsules" box (tags, reorder, settings, summary, group). Click "reorder", scroll down, and click "Reorder Now". That should do it.
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