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Equivalence with augmented matrix

The vector equation

\begin{equation*} x_1 \vec{a}_1 + \cdots + x_n \vec{a}_n = \vec{b} \end{equation*}

is equivalent to the linear system with the augmented matrix

\begin{equation*} \begin{pmatrix} \vphantom{\Big(} A & \vec{b} \, \end{pmatrix} = \begin{pmatrix} \vphantom{\Big(} \vec{a}_1 & \cdots & \vec{a}_n & \vec{b} \end{pmatrix}. \end{equation*}

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