Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.
documentation ai verification methodology ai-safety claude hallucination rag llm prompt-engineering context-engineering stream-coding clarity-gate pre-ingestion epistemic-quality
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Updated
Jan 13, 2026