$p=a^2+ab+41b^2$ iff $-163$ is a quadratic residue

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Prove that a prime $p$ can be written as $p=a^2+ab+41b^2$ iff $-163$ is a quadratic residue modulo $p$.

What I have in mind is something like this: look at $\mathbb{Q}[\sqrt{-163}]$ which has the ring of integers $\mathbb{Z} \left [ \dfrac{1+\sqrt{-163}}{2} \right ]$. Now $p$ is of that form iff $p$ is the norm of an element in the ring of integers. It is well known that the ring of intergers in this case is a PID. However, I cannot tie the fact that -163 has to be a quadratic residue to all of this (in one direction, clearly if $p=a^2+ab+41b^2$ then $4p=(2a+b)^2+163b^2$ so $-163$ has to be a quadratic residue). Could somebody help me complete a solution along these lines?

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Consider the decomposition of $p$ in $\mathcal{O} = \mathbb{Z} \left[\frac{1+\sqrt{-163}}{2} \right]$.

There exists an ideal in $\mathcal{O}$ of norm $p$ $\Longleftrightarrow$ $p$ splits in $\mathcal{O}$ $\Longleftrightarrow$ $-163$ is a quadratic residue mod $p$.

In fact, (since $p$ is unramified in $\mathcal{O}$), if $p$ is inert in $\mathcal{O}$ then the only ideal of $\mathcal{O}$ above $p$ is $(p)$ itself which is of norm $p^2$, hence there is no ideal of $\mathcal{O}$ of norm $p$.

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I love the form "$a^2 + ab + 41b^2$" because it helps confuse humans. The fact that $a$ and $b$ are integers is too small a benefit to make this confusion worthwhile.

Setting $$\theta = \frac{1}{2} + \frac{\sqrt{-163}}{2}$$ we see that $(a + b \theta)(c + d \theta) = p$ gives us two solutions to $a^2 + ab + 41b^2 = p$. For example, $\theta (1 - \theta) = 41$ tells us that $0^2 + 0 \times 41 + 41 + 41 \times 1^2 = 41$ and $1^2 + (1 \times -1) + 41 \times (-1)^2 = 41$. However, if we rewrite $a + b \theta$ as $$\frac{m}{2} + \frac{n \sqrt{-163}}{2},$$ the relationship between a number in this domain and its conjugate becomes much easier to see. In fact, $$\left(\frac{m}{2} - \frac{n \sqrt{-163}}{2}\right) \left(\frac{m}{2} + \frac{n \sqrt{-163}}{2}\right) = N,$$ which in this example is the prime $41$ if we set $m = n = 1$: $$\left(\frac{1}{2} - \frac{\sqrt{-163}}{2}\right) \left(\frac{1}{2} + \frac{\sqrt{-163}}{2}\right) = 41.$$