conversational-consistency

This paper introduces Bipredictability (P) and the Information Digital Twin (IDT), a lightweight method to monitor conversational consistency in multi-turn LLM interactions using token frequency statistics without embeddings or model internals. The approach achieves 100% sensitivity in detecting contradictions and topic shifts while establishing a practical monitoring framework for extended LLM deployments.