The special solutions obtained by setting one free variable at a time to $1$ form a basis of $\ker A$. They span by the parametric solution formula and are independent because their free coordinates form an identity matrix. Example: $x+2y-z=0$ gives basis $(-2,1,0)^T,(1,0,1)^T$.
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