The MVF Protocol: A Deterministic Architecture for Orchestrating and Governing Non-Deterministic Generative AI Systems

Abstract—Large Language Models (LLMs) suffer from

inherent stochasticity, limiting their utility in high-stakes

enterprise environments where determinism and auditability

are required. This paper introduces the MFOUR Vibe

Framework (MVF), a platform-agnostic architectural standard

that transforms probabilistic natural language intent into

deterministic software artifacts. We define a five-layer topology,

comprising the Kernel Identity, Synaptic Routing, Interface

Contracts, Context Anchoring, and the Mirror Test.

Furthermore, we introduce The Vibe Integrity Score (VIS), a

quantitative metric for evaluating the structural adherence of

generative outputs. This specification provides the foundational

schema and logic protocols for building "Glass Box" AI systems

that are observable, secure, and commercially viable.