Bi-Predictability: A Real-Time Signal for Monitoring LLM Interaction Integrity

This paper introduces bi-predictability (P) and the Information Digital Twin (IDT) architecture for real-time monitoring of LLM interaction integrity. It aims to continuously ensure structural coupling in multi-turn workflows, addressing the shortcomings of current evaluation methods that fail to detect gradual degradation.