What is chain-of-thought prompting for debugging with AI?

Chain-of-thought prompting asks the AI to reason step-by-step before giving an answer. For debugging, this means saying "Think through what this function does step by step, then identify why it might produce the wrong output." This technique significantly improves accuracy for complex bugs because it forces the model to "show its work" rather than jumping to a conclusion.