Just to provide some closure here... I replaced pretty much everything, except the RAM. I got a 1kW power supply, quad core 2.5GHz processor and a corresponding motherboard (the previous setup was a 2GHz dual-core CPU). Since the fix/upgrade everything has been working like a charm. Thanks for help everyone! -Krzysztof