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Physics Said These Quantum Particles Couldn't Exist. Now, Math Has Proven They Can
(www.iflscience.com)
General discussions about "science" itself
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On the contrary, fundamental physics has been completely static for half a century. That doesn't really have much to do with your main point, though.
I mean, you're right in statistics, and statistics comes up constantly, but there's no way to directly prove there's only 100 prime numbers, for example. In number theory, there's absolute truths, and a correct proof will inevitably align with them.