I Built an AI That Catches Its Own Lies Before Answering You — Here’s the Corrective RAG Loop That…

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A tested, running “Corrective Agentic RAG” system that grades its own retrieval, rewrites bad queries, and rejects its own ungrounded answers — with every log in this article captured from a real run

Estimated reading time: 17–20 minutes

Table of Contents #

• Introduction
• Problem Statement
• Background
• Core Concepts
• Technology Deep Dive
• Architecture
• Mini Project: A Corrective Agentic RAG System
• Implementation
• Code Walkthrough
• Testing
• Performance
• Limitations
• Best Practices
• Common Mistakes
• Production Considerations
• Future Improvements
• Conclusion
• Further Reading
• Official References

All the codes in this article are available in the Github :

[Agentic-Rag-Corrective-Project]