A heating system may run longer during extreme temperatures, but it shouldn’t have to run continuously.
What temperatures are considered extreme, you might ask? Below 30 degrees in winter and over 90 degrees in summer. Yep, the HVAC advice here applies to summer air conditioning as well as winter heating.