The AI Python Code Debugger is built on one core insight: AI is most useful for debugging when it is given explicit structure to respond in. A general-purpose prompt like "debug this code" produces variable results — sometimes a paragraph of explanation, sometimes just the fixed code, sometimes a list of suggestions with no priority. None of these formats are consistently useful.