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Dev.to
Dev.to
5/10/2026
Most RAG failures don’t crash. They silently return bad answers. I built a repair layer for that.

Most RAG failures don’t crash. They silently return bad answers. I built a repair layer for that.

Short summary

RAG systems often fail silently, returning wrong answers with no clear diagnosis of the underlying cause. ragbolt is a lightweight repair layer that detects whether failures originate from retrieval, generation, or grounding, applies bounded repairs, re-verifies results, and emits full execution traces. It integrates with LangChain and LlamaIndex.

  • Detects whether RAG failures originate from retrieval, generation, or grounding layers
  • Applies bounded repairs with re-verification and emits full execution traces for auditability
  • Lightweight wrapper tool that integrates with LangChain and LlamaIndex ecosystems

Generated with AI, which can make mistakes.

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