Debug

Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack, adding instrumentation when needed, to identify source of invalid data or incorrect behavior

Use when invalid data causes failures deep in execution, bypassing initial checks - adds validation at entry, business logic, and environment layers to make bugs structurally impossible