@maxdancona,
I believe you are talking about the arithmetic of current cases, deaths and recoveries, and not the underlying mathematics of the epidemic.
The total caseload will follow the trajectory of the Logistics curve with a period of exponential growth starting at zero, and followed by an inflection point at which the rate of growth reaches a maximum and starts decreasing (and at which the active case load reaches a peak), followed by continued growth at a decreasing rate, becoming asymptotic as the level of herd immunity is approached at somewhere in the vicinity of ~ 90% of the population. The active case load will conversely follow a bell curve, peaking at the same inflection point at which recoveries first equal new infections.
Right now we're in the first exponential growth phase, as you indicate. However the total caseload is indeed approaching a fairly constant rate, meaning we are indeed approaching the inflection point. The emergence of a significant new geographic area of fast growing infections (such as New York)could adversely affect that (just as the introduction of a more effective treatment modality help it). The three week duration of infections before recovery means the increase in recovered cases (which began in earnest a few days ago) will continue at an accelerating rate.
I believe Easter is a bit optimistic but that Trump was correct in raising the issue now.