Tool
BlinkAI-Assisted Debugging Workflow
Stop guessing and start finding. A repeatable AI-assisted workflow for diagnosing and fixing bugs faster.
3 steps
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1
Write a precise bug report first
Before asking AI anything, write down exactly what you expected, what happened, and the full error message. Vague questions get vague answers.
Example prompt
Help me debug this issue. Expected behavior: [WHAT SHOULD HAPPEN]. Actual behavior: [WHAT IS HAPPENING]. Error message: [FULL ERROR/STACK TRACE]. Relevant code: [PASTE CODE]. Environment: [LANGUAGE/FRAMEWORK/VERSION]. What are the most likely causes and how do I diagnose each one?
2
Ask AI to explain the error and trace the cause
Paste the stack trace and let AI explain it in plain English, then trace back which line triggered it and why.
Example prompt
Explain this stack trace in plain English. Identify: the root error (not the symptom), which function/line actually caused it, the chain of calls that led there, and what state the program was in when it crashed. Stack trace: [PASTE STACK TRACE]
3
Generate a minimal reproduction and fix
Ask AI to write the smallest possible test case that reproduces the bug. Once reproduced, ask for a fix with explanation.
Example prompt
Based on this bug description, write: 1) A minimal code snippet that reproduces the issue (no dependencies beyond what's needed). 2) The fix with a clear explanation of why the original code was wrong. 3) A unit test that would have caught this bug. Bug: [DESCRIBE THE BUG]. Relevant code: [PASTE CODE]
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