If $\kappa(A)$ is large, small changes in $b$ produce small changes in $x$ (well-conditioned)

If $\kappa(A)$ is small, the matrix is nearly singular

If $\kappa(A) = 1$, the matrix is orthogonal

The condition number is always at least 1 and does not depend on matrix norms