Matrix Conditioning

You solve Ax = b on a computer and get an answer — but the matrix was nearly singular, and a tiny rounding error in b got magnified a thousandfold. The output is numerically meaningless even though the algorithm ran perfectly. Whether a system is 'well-conditioned' or 'ill-conditioned' is measured by one number — the condition number — and it decides whether you can trust any computed solution at all.