MacroRisk-agent: a retrieval-augmented multi-agent framework with deterministic validation gates for auditable stress testing
Abstract Large language model (LLM)-based multi-agent systems face three open challenges in high-stakes decision support: hallucination control in structured output generation, coupling of semantic reasoning with deterministic numerical simulation, and end-to-end auditability of multi-step agentic workflows. We present...
Yan Liu, Junyi Shangguan, Qianyi Wang et al.
· Scientific Reports · 0 citations