Blueprint First, Model Second: A Framework for Deterministic LLM Workflow

Libin Qiu, Yuhang Ye, Zhirong Gao +7

While powerful, the inherent non-determinism of large language model (LLM) agents limits their application in structured operational environments where procedural fidelity and pred…