Tutorials AI & LLM Engineering for .NET Architects
Self-Correction Patterns: Letting the AI check its own work
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Self-Correction Patterns
Even the best AI makes mistakes. But the AI is often smart enough to fix its own mistakes if you ask it to. This is the Self-Correction pattern.
1. Multi-Step Validation
Instead of one prompt, use three:
- **Generate:** "Write a Python script for 'X'."
- **Review:** "Review the script above for bugs or security holes. List any issues."
- **Fix:** "Rewrite the script fixing all the issues found in step 2."
2. Format Enforcement
If you need JSON and the AI returns invalid JSON, don't crash. Send the error back to the AI: "Your previous response was not valid JSON. Here is the error: `SyntaxError: Unexpected token`. Please try again." The AI will almost always fix the bracket or comma immediately.
4. Interview Mastery
Q: "What is 'Self-Reflection' in Agentic workflows?"
Architect Answer: "Self-reflection is where the AI maintains a 'Internal Monologue.' It records its own logic: 'I tried to use the Customer API but it returned 0 results. Perhaps the customer ID is wrong. I will try searching by email instead.' This ability to 'Pivot' based on its own failed attempts is what makes an **Autonomous Agent** much more powerful than a simple chatbot."