[step:Bound $f(x, y)$ from below for primitive pairs with both coordinates nonzero]Assume now $(x, y) \in \mathbb{Z}^2$ with $\gcd(x, y) = 1$ and $x, y \neq 0$, so $|x|, |y| \geq 1$. We will show
\begin{align*}
f(x, y) \geq a - |b| + c.
\end{align*}
By symmetry of $f$ in the sense that $f(x, y) = f(-x, -y)$, we may replace $(x, y)$ by $(-x, -y)$ if needed and assume WLOG that the cross-term $bxy$ is negative or zero, i.e. $bxy \leq 0$; in particular $|bxy| = -bxy$. (If $b = 0$, the cross term vanishes and the sign choice is immaterial.) More concretely: we use the crude estimate
\begin{align*}
bxy \geq -|b| \cdot |x| \cdot |y|,
\end{align*}
which holds without any sign arrangement because $|bxy| \leq |b| \cdot |x| \cdot |y|$ implies $bxy \geq -|bxy| \geq -|b||x||y|$. Substituting into $f$:
\begin{align*}
f(x, y) = ax^2 + bxy + cy^2 \geq ax^2 - |b| \cdot |x| \cdot |y| + cy^2. \tag{$\ast$}
\end{align*}
Now we split by whether $|x| \geq |y|$ or $|x| \leq |y|$.
**Case $|x| \geq |y| \geq 1$.** Then $|x| \cdot |y| \leq x^2$ (since $|y| \leq |x|$ and $|x| \geq 1$, so $|x| \cdot |y| \leq |x| \cdot |x| = x^2$). So $-|b| \cdot |x| \cdot |y| \geq -|b| x^2$, and ($\ast$) gives
\begin{align*}
f(x, y) \geq ax^2 - |b| x^2 + cy^2 = (a - |b|) x^2 + c y^2.
\end{align*}
We now use reducedness: $|b| \leq a$, so $a - |b| \geq 0$, and the first term is non-negative. Moreover, since $|x| \geq 1$, we have $x^2 \geq 1$, and since $|y| \geq 1$, we have $y^2 \geq 1$. Hence
\begin{align*}
f(x, y) \geq (a - |b|) \cdot 1 + c \cdot 1 = a - |b| + c.
\end{align*}
**Case $|y| \geq |x| \geq 1$.** By the symmetric estimate $|x| \cdot |y| \leq y^2$, ($\ast$) gives
\begin{align*}
f(x, y) \geq ax^2 + (c - |b|) y^2.
\end{align*}
By reducedness, $c \geq a \geq |b|$, so $c - |b| \geq 0$. Since $x^2, y^2 \geq 1$,
\begin{align*}
f(x, y) \geq a \cdot 1 + (c - |b|) \cdot 1 = a - |b| + c.
\end{align*}
In either case, $f(x, y) \geq a - |b| + c$.[/step]