Who Holds the Pen? Let Specifications, Not Agents, Sign Off

Haiqing Li, Xin Ma, Yinhao Wu +7

Large language model agents increasingly combine generation, decision-making, execution, and self-evaluation within a single agentic loop. Although they operate under external spec…