It's very difficult to operate effectively at a higher level for a continued period of time without periodically getting back into the lower levels to try new things and learn new approaches or tools.

That doesn't even have to be writing a ton of code, but reading the code, getting intimately familiar with the metrics, querying the logs, etc.