Use a differential controller to decide whether to use air source or ground source. Since heating dominates in your use case, you could also look into adding some solar collectors to "recharge" the ground thermal mass.
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To my surprise, shortly after Naomi Wu gave me a bit of fame for making good use of solar power, Allie Moore got really jealous of her...
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