Swapneswar Sundar Ray

A Responsibility-Allocation Framework for LLM-First and Hybrid Code-First Enterprise AI Architectures

Enterprise use of large language models creates architectural challenges involving control, traceability, state management, output conformance, and operational governance. This design-science paper introduces the Deterministic– Probabilistic Responsibility Allocation Framework, which distinguishes a model-first archite...