I'm "old-school" with Podcasts. I download the mp3 and then listen in my media player of choice. There I can control volume, eq, balance, speed, etc. And my keyboard shortcuts. Don't have to have a browser open, don't have to worry about things crashing and losing my spot.
I do use the podcatcher app on my phone. And actually download my podcasts on the computer through it too.