Try putting a brick or two in the very bottom, they act as a heat sink and will help steady the temp. closed jars of water will also work.
I have also found that mounting the thermostat in such a way as to allow air flow to the backside helps it react faster to air temp changes and narrowed my temp fluxuations from 11 degrees to 2 degrees. Hope this helps, Mark