{"slug": "dexposure-claw-an-agentic-system-for-defi-risk-supervision", "title": "DeXposure-Claw: An Agentic System for DeFi Risk Supervision", "summary": "Researchers introduced DeXposure-Claw, an agentic system for DeFi risk supervision that uses a graph time-series foundation model and structured evidence to reduce false alarms. The system, evaluated on five years of real data, aims to improve regulatory oversight of decentralized finance credit risks.", "body_md": "arXiv:2606.19501v1 Announce Type: new\nAbstract: Decentralized finance exposes supervisors to fast-moving, networked credit risks. General-purpose LLM agents fit this setting poorly: they over-read weak evidence and recommend high-stakes interventions, while existing evaluations offer no regulator-aligned way to measure the resulting false alarms. We introduce DeXposure-Claw, a forecast-grounded agentic supervision system that routes LLM decisions through structured evidence: (1) DeXposure-FM, a graph time-series foundation model, forecasts future exposure networks; (2) deterministic monitors and stress scenarios then turn those forecasts into typed alerts, attribution signals, and scenario evidence; and (3) data-health and confidence gates constrain escalation before DeXposure-Claw emits auditable supervisory tickets with rationales. We further develop DeXposure-Bench, a six-axis evaluation harness, whose decision axis scores tickets against a regulator-aligned absolute-loss ground truth and an explicit false-intervention rate. Experiments on five years of weekly real data fully support our system. Code is at https://github.com/EVIEHub/DeXposure-Claw.", "url": "https://wpnews.pro/news/dexposure-claw-an-agentic-system-for-defi-risk-supervision", "canonical_source": "https://arxiv.org/abs/2606.19501", "published_at": "2026-06-19 04:00:00+00:00", "updated_at": "2026-06-19 04:02:54.847149+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "ai-agents", "ai-safety"], "entities": ["DeXposure-Claw", "DeXposure-FM", "DeXposure-Bench", "EVIEHub"], "alternates": {"html": "https://wpnews.pro/news/dexposure-claw-an-agentic-system-for-defi-risk-supervision", "markdown": "https://wpnews.pro/news/dexposure-claw-an-agentic-system-for-defi-risk-supervision.md", "text": "https://wpnews.pro/news/dexposure-claw-an-agentic-system-for-defi-risk-supervision.txt", "jsonld": "https://wpnews.pro/news/dexposure-claw-an-agentic-system-for-defi-risk-supervision.jsonld"}}