I tried this trick with a homemade block setup. I never could get it to work well.
I've seen where a guy stuck his TEC in a metal case inside the water reservoir. This provides extended time for the water to get chilled. But I don't think he was successful in reaching really cold temps.
I'll be interested to see how the water chiller works. Please keep us posted.