Here is a human verifiable proof.
The desired inequality is written as
$$(a^4 + c^4) + (b^4 + d^4) + (a^2 + c^2)(b^2 + d^2) + 8(1 - a)(1 - c) \cdot (1 - b)(1 - d) \ge 1. \tag{1}$$
WLOG, assume that $a \le c$, $b \le d$, and $c \le d$.
We can prove that
\begin{align*}
&(a^4 + c^4) + (b^4 + d^4) + (a^2 + c^2)(b^2 + d^2) + 8(1 - a)(1 - c) \cdot (1 - b)(1 - d)\\
\ge{}& \frac{(a^2 + c^2)^2}{2} + (b^4 + d^4) + (a^2 + c^2)(b^2 + d^2) \\
&\qquad + 8\left(1 - \sqrt{\frac{a^2 + c^2}{2}}\right)^2 (1 - b)(1 - d). \tag{2}
\end{align*}
(The proof of (2) is given at the end.)
Thus, it suffices to prove that
\begin{align*}
&\frac{(a^2 + c^2)^2}{2} + (b^4 + d^4) + (a^2 + c^2)(b^2 + d^2)\\
&\qquad + 8\left(1 - \sqrt{\frac{a^2 + c^2}{2}}\right)^2 (1 - b)(1 - d) \ge 1. \tag{3}
\end{align*}
Let $x = \sqrt{\frac{a^2 + c^2}{2}}$. Then $0 \le x \le 1$. (3) is written as
$$2x^4 + (b^4 + d^4) + 2x^2(b^2 + d^2) + 8(1 - x)^2 (1 - b)(1 - d) \ge 1. \tag{4}$$
Let $p := 2 - b - d, q := (1 - b)(1 - d)$ and $u := 1- x$. Then $p^2 \ge 4q$. (4) is written as
\begin{align*}
&{p}^{4}+2\,{p}^{2}{u}^{2}+2\,{u}^{4}-4\,{p}^{3}-4\,{p}^{2}q-4\,{p}^{2}
u-4\,p{u}^{2}+4\,q{u}^{2}-8\,{u}^{3}+8\,{p}^{2}\\
&\qquad +12\,pq+8\,pu+2\,{q}^{2
}+8\,qu+16\,{u}^{2}-8\,p-16\,q-16\,u+7\\
&\ge 0. \tag{5}
\end{align*}
From $p^2 \ge 4q$, let $q := \frac{p^2}{4 + s}$ for $s \ge 0$, (5) is equivalently written as
$$As^2 + Bs + C \ge 0 \tag{6}$$
where
\begin{align*}
A &:= {p}^{4}+2\,{p}^{2}{u}^{2}+2\,{u}^{4}-4\,{p}^{3}-4\,{p}^{2}u-4\,p{u}^{2
}-8\,{u}^{3}\\
&\qquad +8\,{p}^{2}+8\,pu+16\,{u}^{2}-8\,p-16\,u+7, \\
B &:= 4\,{p}^{4}+20\,{p}^{2}{u}^{2}+16\,{u}^{4}-20\,{p}^{3}-24\,{p}^{2}u-32
\,p{u}^{2}\\
&\qquad -64\,{u}^{3}+48\,{p}^{2}+64\,pu+128\,{u}^{2}-64\,p-128\,u+56, \\
C &:= 2\,{p}^{4}+48\,{p}^{2}{u}^{2}+32\,{u}^{4}-16\,{p}^{3}-32\,{p}^{2}u-64
\,p{u}^{2}-128\,{u}^{3}\\
&\qquad +64\,{p}^{2}+128\,pu+256\,{u}^{2}-128\,p-256\,u
+112.
\end{align*}
We can prove that $A, B, C \ge 0$. Indeed, we have
$$A = 2(1 - u)^2 + \frac12(1 - p)^4 + \frac12(p^2 + 2u^2 - 2p - 4u + 3)^2 \ge 0,$$
and
\begin{align*}
B &= 16\, \left( u-1 \right) ^{4}+ \left( 20\,{p}^{2}-32\,p+32 \right)
\left( u-1 \right) ^{2}+16\,{p}^{2} \left( u-1 \right)\\
&\qquad + 4\,{p}^{4}-20
\,{p}^{3}+44\,{p}^{2}-32\,p+8\\
&\ge \left( 20\,{p}^{2}-32\,p+32 \right)
\left( u-1 \right) ^{2}+16\,{p}^{2} \left( u-1 \right)\\
&\qquad + 4\,{p}^{4}-20
\,{p}^{3}+44\,{p}^{2}-32\,p+8\\
&\ge 0,
\end{align*}
(Note: We use $4 \cdot \left( 20\,{p}^{2}-32\,p+32 \right)\cdot (4\,{p}^{4}-20
\,{p}^{3}+44\,{p}^{2}-32\,p+8)
\ge (16p^2)^2$ (easy).)
and
$$C = 8(1 - 2pu)^2 + 8(p + 2u - 2)^2 +
2(p^2 + 4u^2 - 4p - 8u + 6)^2 \ge 0.$$
We are done.
Proof of (2).
We have
\begin{align*}
&\mathrm{LHS}_{(2)} - \mathrm{RHS}_{(2)}\\
={}& \frac{(a^2 - c^2)^2}{2} + 8\left((1-a)(1-c) - \left(1 - \sqrt{\frac{a^2 + c^2}{2}}\right)^2\right)(1 - b)(1 - d).
\end{align*}
We only need to prove the case that
$$(1-a)(1-c) - \left(1 - \sqrt{\frac{a^2 + c^2}{2}}\right)^2 < 0.$$
Using $(1 - b)(1 - d) \le (1 - 0)(1 - (a+c)/2)$, it suffices to prove that
$$\frac{(a^2 - c^2)^2}{2} + 8\left((1-a)(1-c) - \left(1 - \sqrt{\frac{a^2 + c^2}{2}}\right)^2\right)(1 - (a+c)/2) \ge 0. \tag{A1}$$
Let $p = a + c, q = ac$. We have $p \le 2$ and $p^2 \ge 4q$.
(A1) is written as
$$\frac{p^2(p^2 - 4q)}{2} + 8\left(1 - p + q - \left(1 - \sqrt{\frac{p^2 - 2q}{2}}\right)^2\right)(1 - p/2) \ge 0$$
or
$$f(q) := 8(2-p)\sqrt{\frac{p^2 - 2q}{2}}
+ (-2p^2 - 8p + 16)q + \frac12p^4 - 8p + 2p^3 \ge 0. \tag{A2}$$
Clearly, $f(q)$ is concave on $[0, p^2/4]$.
Also, we have $f(0) \ge 0$ and $f(p^2/4) \ge 0$.
Thus, $f(q) \ge 0$ on $[0, p^2/4]$.
We are done.