Air temperature is the most heat biased measurement we have. Location location location.
Temp should be considered a low priority low value parameter. It only has local value and that value is direction, of average history.
Temp is only one influence that affects/effects the state of our atmosphere. It must fit with the other balancing parameters.
A gas media is really neat and nifty, it's an invisible super speed mist. It can be thickened and thinned. We have precisely measured and played with it's parameters.
But the Earth's lab has many more constantly changing inputs than our lab gas setups.
All parameters are changing all the time. Giving a climate result that we do not understand.
Many different lifeforms consume and then excrete the gases of our air. Which system rules the other? Is physics setting air, or is life setting air?
The creation, balance and maintenance of air is much, much more than gas physics. It's a bio product.
A result of life and living. Study Venus, or outer gas planets for gas physics climate change.
10 more years should show all of us climate change. How much of that change will be temp?