The reason that unconditional convergence fails at the country level seems to be that not all industries (agriculture?, informality? many services?) are equally adept at absorbing technologies from abroad.
The trick seems to be moving labor into the manufacturing (and other) industries where there is automatic convergence to the global productivity frontier.
That is from Dani Rodrik.