frmoretto

Clarity Gate is a document verification system that checks whether claims are properly marked as uncertain or validated before documents enter RAG knowledge bases. It helps prevent LLMs from mistaking assumptions for facts by enforcing epistemic markers and requiring human-in-the-loop verification for unverified claims.