probabilistic

Executive Overview The rapid integration of Large Language Models (LLMs) into enterprise workflows has fundamentally altered the traditional boundaries of software engineering. For decades, the path from user intent to backend execution was governed by deterministic application code—tightly coupled, strictly validated, and thoroughly tested within predictable state machines. However, the advent of the Model Context…