defense-in-depth

Use when invalid data causes failures deep in execution, requiring validation at multiple system layers - validates at every layer data passes through to make bugs structurally impossible. Do NOT use for simple input validation or when a single validation point is sufficient - the multi-layer approach adds complexity only justified for critical data paths.