Turing completeness is a theoretical construct that ignores that errors in execution inevitably occur during a sufficiently long program, due to the second law of thermodynamics (entropy must increase in a closed system). Any realization of a Turing complete engine eventually fails. That's different than halting, though, because it doesn't answer the question as to whether the program of the machine eventually reaches a halt instruction, when properly executed.
