Most RAG failures don’t crash. They silently return bad answers. I built a repair layer for that.
Dev.to AI
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Generative AI
Most RAG tooling provides a score but fails to specify what actually went wrong. I had retrieval failures, grounding issues, generation going sideways, all showing up as a number. No way to know which failure caused which run to go wrong. No way to fix it without guessing. So I built ragbolt. ragbolt is a failure-aware repair layer for RAG pipelines that: Detects whether the failure originated from retrieval, generation, or grounding Applies one bounded repair at a time Re-verifies the result Emits a full trace to show exactly what changed and why It’s not a framework. Not an agent.