Where does $c^2=a^2-b^2$ come from for ellipsis?

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$c^2=a^2-b^2$ is used when determining the foci of an ellipsis. However, it is unclear where this formula arises from. It is not at all intuitive for me. A previous answer I found on Stack Exchange was the following:

Solution

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Using the diagram above, the formula can be derived by pythagoras. However, I am unsure why that length is $a$. I do not understand there explanation. $a$ is that distance on the $x$ axis, so why is the length shown on the diagram also $a$?

I am looking for a solution that clearly explains the derivation and intuition for this formula used to find foci.

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One definition of an ellipse is the geometric shape formed by the set of all points $P$ in the plane so that the sum of distances to the foci, $PF_1+PF_2$ is constant.

Now, if we pick the point $P$ to be the point of the ellipse on the positive $x$ axis, this sum of distances is $(a-c)+(a+c)=2a$. On the other hand, if we pick $P$ to be the point on the positive $y$ axis, the sum of distances is clearly twice of the diagonal length indicated in your diagram in the question. By the property/definition of the ellipse above, this shows that your length is $a$.