4 papers
Deploying and Evaluating a Smart-Agriculture Agentic Engine for Full-Season Soybean Farm Operations
Ao Qu, Panagiotis Michelakis, Linyuan Han +8
This paper presents FAIRY, a full-stack smart-agriculture agent system developed for and deployed to an operating soybean research farm at Harbin Institute of Technology's smart-ag…
Toward a Small ML Runtime Stack for Raspberry Pi 5 QPUs
Yiannis Hadjiyianni, Panagiotis Michelakis, Dimitrios Stamoulis
We present a QPU-first ML runtime stack for Raspberry Pi 5's VideoCore VII QPU, built on top of the py-videocore7 assembly library. The system comprises reusable tiled matrix-multi…
CORE: Full-Path Evaluation of LLM Agents Beyond Final State
Panagiotis Michelakis, Yiannis Hadjiyiannis, Dimitrios Stamoulis
Evaluating AI agents that solve real-world tasks through function-call sequences remains an open challenge. Existing agentic benchmarks often reduce evaluation to a binary judgment…
PowerChain: A Verifiable Agentic AI System for Automating Distribution Grid Analyses
Emmanuel O. Badmus, Peng Sang, Dimitrios Stamoulis +1
Rapid electrification and decarbonization are increasing the complexity of distribution grid (DG) operation and planning, necessitating advanced computational analyses to ensure re…