A classic example right now in modern physics would be what happened at the Big Bang. We have more than one theory that can fit the data, but we haven't yet figured out which is right. What happened at the moment of the Big Bang is something we have no understanding about. The universe basically is locally in thermal equilibrium as it expands and cools over 14 billion years.

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