Ask HN: Can we trust our CPUs?

There is allot of buzz around darknets and encrypted mesh-nets. But can we trust our hardware? A modern computer contains allot of different CPUs or CPU like circuits. Is there any way to determine if any of these chips are "Phoning home"?