They stick to the hammer die and attach.





The sometime get thin and fall off or even rotate:

Or fall off or are removed when noticed:

Making a strange look coin when this happens.
Earlier struck through capped dies will show the reverse on the coins for a short time:

Late stage die cap:
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Like the one the OP put up an image of.