What does a accurate theory must continue to explain?

An accurate theory must continue to explain existing observations and phenomena while also successfully predicting new outcomes. It should be consistent with established knowledge and withstand rigorous testing and scrutiny. Additionally, a robust theory should adapt to new evidence without losing its core principles, thereby providing a comprehensive understanding of the subject it addresses.