If you haven't already, start jogging/running. Unless you are in a super-dense city it's easy to meet isolation requirements. Start jogging at the start of each 5 (or 2) minute boundary, jog until you're too puffed, then walk until next boundary. Repeat until 20, 30 or 45 minutes is up. Done. Then repeat every day or other day until you are jogging non-stop. Congratulations, you're now a runner and your lungs are now unavoidably stronger.
Don't bother with stretching rituals unless you have extra time to burn -- they don't really make a difference versus simply running within your current comfort zone. Half of the running biz is a meditation on the state of your body during and between runs (the other half is scheduling, and that's aaaaall different now.)
Also, if you have 'gunky lungs' (either standard cold/flu or COVID-19) wait until you are mostly gunk-free before running!