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Japan is also loser for WW2 but their lab/company do nuclear development from 1950s, thanks to relationship to US.

Yes, because in the case of Japan, the US heavily lobbied for them to develop nuclear power: https://en.wikipedia.org/wiki/Nuclear_power_in_Japan#Early_y...