Topic
agentic system
DeXposure-Claw: New Agentic System Uses AI to Supervise Credit Risk in Decentralized Finance
Researchers have introduced DeXposure-Claw, a forecast-grounded agentic supervision system for decentralized finance (DeFi) risk. The system uses a graph time-series foundation model called DeXposure-FM to forecast future exposure networks, followed by deterministic monitors, stress scenarios, and confidence gates to produce auditable supervisory tickets. A companion benchmark, DeXposure-Bench, evaluates the system on six axes including decision accuracy and false-intervention rate. Experiments on five years of weekly real data validated the approach.
Beyond Text-to-SQL: New Agentic LLM System Governs Enterprise Analytics APIs
Enterprise analytics faces barriers for non-technical users. A new agentic LLM system called Analytic Agent addresses these by translating natural language to secure governed API calls, bypassing raw database access. Evaluated on 90 real enterprise use cases, it validates permissions, executes queries, and generates compliant visualizations.