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I’m not saying a particle accelerator was used to test the theoretical underpinnings of nuclear power. I’m saying testing was done, that is, they did not “accomplish[] all of that with the theoreticals.” They just used earlier tools.
To test modern physics, many (not all) physicists say the tool they need is an accelerator.