Autonomous Ad Budget Allocation with LLM x Mathematical Optimization: A 'Zero-Hallucination' Marketing AI Architecture using LangGraph and PuLP

Is it really safe to let an LLM directly control a company's advertising budget?When marketers or business leaders ask this ...