Why is atomic decay assumed to be constant?

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I've always thought it odd that half-lives are calculated extrapolating average decay per second. Even if you observed a steady rate for 100 years, it seems a big assumption that it would remain constant for thousands, millions, or even billions of years.

Why is there such confidence in a constant rate? I've never heard it stated as anything but brute fact.

Why is atomic decay assumed to be constant? | Ecency