Junyi Shangguan

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...