I've found that getting in the habit of wiping out the bowl with a paper towel right after it's cooled goes a long way towards preventing caking.
I just shove it down into the bowl and twist it around a few times and it removes the carbon before it has a chance to harden.
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Mason
And though it is much to be a nobleman, it is more to be a gentleman. - Anthony Trollope