https://github.com/frmoretto/clarity-gate

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.

ai ai-safety clarity-gate claude context-engineering documentation epistemic-quality hallucination llm methodology pre-ingestion prompt-engineering rag stream-coding verification

Last synced: 02 Feb 2026