The eSphere Protocol Deterministic Interaction Governance for Generative AI Systems (Kernel 9.1)

Abstract

This paper introduces the eSphere Protocol, a deterministic interaction-governance architecture for generative artificial intelligence systems based on Kernel 9.1.

Unlike content-centric safety mechanisms, eSphere regulates the structural dynamics of interaction, constraining probabilistic generation through a deterministic anchoring layer while preserving operational flexibility.

The protocol enables controlled operation in a governed probabilistic state, referred to as White Rabbit Mode (WRM), without compromising logical coherence, boundary stability, or auditability. Validation was performed using fully synthetic interaction environments under high-entropy and adversarial conditions. System integrity and reproducibility are ensured through deterministic control logic and cryptographic verification.

eSphere is designed to support high-risk AI governance, enterprise deployment, and EU AI Act–aligned systems, independently of model architecture or semantic interpretation.