Elimination, Pivots and Free Variables — Cheat sheet
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Core rule
Row-reduce the full augmented matrix. Pivot columns identify dependent variables; nonpivot variable columns are free.
Watch for
A pivot in the augmented column signals inconsistency. Count free variables only after checking consistency.