From Hallucination to Insight: How Structured Prompts Accelerate Code Debugging

Most engineers misuse AI debugging tools by providing decontextualized code snippets, which leads to confident but incorrect diagnoses. By shifting from asking 'what's wrong?' to prompts that establish expected vs. actual behavior and request clarifying questions first, developers can eliminate hallucinations and reduce debugging time from hours to minutes. This reveals a critical principle: effective AI collaboration depends not on model intelligence alone, but on thoughtful prompt design that guides structured reasoning.