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A self-healing RAG pipeline validates retrieval quality before generation and verifies grounding after generation using a separate LLM-as-judge. It retries once with a rewritten query on failure and falls back to an honest "couldn't verify this" response. Failures log asynchronously to Kafka for automatic dataset growth, re-indexing, and alerting.
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