What explains the decline in COVID deaths despite the rising number of cases?

Take a look at these two graphs. The first gives the number of new COVID-19 cases from John Hopkins University. It is a scary graph.

https://coronavirus.jhu.edu/data/new-cases

The second graph is the number of COVID deaths from IHME. Not nearly as bad.

https://covid19.healthdata.org/united-states-of-america

CDC reported death numbers are similar. In fact, the number of deaths in recent weeks is no different from normal according to the CDC.

https://www.cdc.gov/nchs/nvss/vsrr/covid19/excess_deaths.htm

One reason for rising cases is that we are doing more testing. Thus, we are catching more cases. People who are hospitalized with critical illness are more likely to be tested and thus as we expand the number of tests, we are now catching more of the less severe cases with the additional testing.

However, testing does not explain everything. We see that as cases are rising, so is the number of hospitalizations. Thus, this is not just a testing story. Real–not just detected–cases are rising.

https://twitter.com/Trinhnomics/status/1279948543684313088/photo/2

Most likely, the existence of more effective treatments (e.g., remdesivir and dexamethasone) and physicians gaining experience treating the disease is responsible. Among hospitalized individuals, death rates have been falling dramatically in recent weeks.

https://www.bbc.com/news/health-53192532

There is much still to be learned about the causes of these divergent trends and much more research is needed.