Reliable agents require deterministic control flow encoded in software to effectively handle complex tasks. Increasingly elaborate prompt chains lead to unreliable outcomes and hinder reasoning capabilities.

An AI agent initially performed well on tasks but began to degrade in quality after several hours. It ignored explicit instructions and cut corners despite having a structured prompt and clear rules.