Research
DeXposure-Claw: An Agentic System for DeFi Risk Supervision
DeXposure-Claw is introduced as a novel agentic supervision system tailored for decentralized finance (DeFi) risk management, addressing the limitations of general-purpose LLMs in this context. It comprises DeXposure-FM, a graph time-series foundation model for forecasting exposure networks, and employs deterministic monitors to generate structured alerts and scenario evidence, ensuring that supervisory decisions are rational and auditable. The accompanying DeXposure-Bench provides a robust evaluation framework that measures decision quality against regulatory standards, significantly enhancing the reliability of risk supervision in fast-evolving financial environments.
decentralized financellmrisk supervision