ELI5: Explain Like I'm 5

Nilpotence theorem

Okay, let's imagine you have a bunch of numbers. Some of them might be bigger than others. Now, let's imagine you have an operation called multiplication, which means you are taking one number and adding it to itself a bunch of times. For example, if we start with the number 2 and multiply it by itself, we get 4 because 2 + 2 = 4.

Now, let's say we kept doing this multiplication over and over again with the same number. Eventually, we might reach a point where the number we get is really small, like 0. When we reach this point, we can't make the number any smaller no matter how many more times we multiply it by itself. This is what we call a "nilpotent" number.

But here's the interesting part. The nilpotent numbers are actually special because if we add them to any other number, it's like adding nothing at all. Remember, when we multiply a number by 0, we get 0. So, if we have a nilpotent number, and we add it to any other number, the result will always be the same as the original number.

Now, the nilpotence theorem tells us something really cool. It says that if we have a special kind of object, called a "matrix," and we keep multiplying it by itself over and over again, eventually we will reach a point where the matrix becomes a special kind of matrix called a "nilpotent" matrix. This means that no matter how many more times we multiply the matrix by itself, it won't change anymore.

And just like with the numbers, when we add a nilpotent matrix to any other matrix, it's like adding nothing at all. The result will always be the same as the original matrix.

So, the nilpotence theorem tells us that if we keep multiplying a matrix by itself, eventually we will reach a point where the matrix won't change anymore and adding it to any other matrix won't change the result.