4 papers
SimVerity: When Does Simulated Agent Success Survive Physical Deployment?
Zhonghao Zhan, Yefan Zhang, Krinos Li +1
Simulated evaluation is widely used to benchmark AI agents, yet how much evidence a simulated pass provides about physical deployment has not been systematically quantified. We pre…
Poster: EdgeCitadel -- Hybrid NATS-MQTT Orchestration for Edge Multi-Agent Systems
Zhonghao Zhan, Yefan Zhang, Hamed Haddadi
Edge-resident AI agents increasingly span home servers, IoT hubs, laptops, and phones, yet their coordination stacks still assume cloud-style transports or a central relay. We pres…
HearthNet: Edge Multi-Agent Orchestration for Smart Homes
Zhonghao Zhan, Krinos Li, Yefan Zhang +1
Smart-home users increasingly want to control their homes in natural language rather than assemble rules, dashboards, and API integrations by hand. At the same time, real deploymen…
Systems-Level Attack Surface of Edge Agent Deployments on IoT
Zhonghao Zhan, Krinos Li, Yefan Zhang +1
Edge deployment of LLM agents on IoT hardware introduces attack surfaces absent from cloud-hosted orchestration. We present an empirical security analysis of three architectures (c…