We are given a $(2n,2,2n) \times (2n,2,2n)$ matrix $A$ over $\mathbb{F}_2$ as follows:
$$A= \begin{bmatrix} I & 0 & 1 \\ 0 & I & 1 \\ 1 & 0 & I \end{bmatrix}$$
Where $I$ is the identity matrix, $0$ is the zero matrix and $1$ is the matrix containing all $1$s.
The authors state (without proof) that $A$ has full rank over $\mathbb{F}_2$. Furthermore, the matrix obtained by deleting the first and last row, and first and last column of $A$ has rank $4n-1$.
I have been looking for a proof all day. I am thinking in terms of row operations and reducing the matrix to a simple form but I can't get a proof. How do I prove this? Am I missing some basic point?
I write $E$ for $1$. This is less confusing. Consider a matrix of the form $$ B=\pmatrix{I_m&0&E_{m\times m}\\ 0&I_2&E_{2\times m}\\ E_{m\times m}&0&I_{m}}. $$ Subtract the third block row by $E_{m\times m}$ times the first block row, we get $$ \pmatrix{I_m&0&E_{m\times m}\\ 0&I_2&E_{2\times m}\\ 0&0&I_m-E_{m\times m}^2} =\pmatrix{I_m&0&E_{m\times m}\\ 0&I_2&E_{2\times m}\\ 0&0&I_m-mE_{m\times m}}=:C. $$ Therefore $$ \operatorname{rank}(B)=\operatorname{rank}(C)=m+2+\operatorname{rank}(I_m-mE_{m\times m}). $$ Note that
Now, return to your question. When $m=2n$, we have $B=A$. Since $I_m-mE_{m\times m}$ is nonsingular, $C$ and in turn $A$ are nonsingular.
In the second part, by deleting the first row and column and the last row and column of $A$, we get a matrix in the form of $B$ with $m=2n-1$. Since $I_m-mE_{m\times m}$ has rank $m-1$, its rank deficiency is $1$. Therefore $\operatorname{rank}(B)=4n-1$.