this commentary effectively identifies the key performance characteristics of air-source heat pumps, particularly their sensitivity to outdoor temperatures and the resulting impact on auxiliary heat usage. It correctly emphasizes the necessity of dynamic COP consideration for accurate energy modeling and subtly advocates for ground-source heat pumps as a more stable and efficient alternative for year-round performance.