3 papers
cs.CR2026
Hephaestus: Toward a Cybersecurity AI Scientist
Jiaqi Li, Yang Zhao, Wen Lu +2
Cyber offense is moving to machine speed; cyber research itself is not. Existing AI scientist systems make end-to-end research automation increasingly plausible, but they target re…
cs.AI2026
AIT Academy: Cultivating the Complete Agent with a Confucian Three-Domain Curriculum
Jiaqi Li, Lvyang Zhang, Yang Zhao +2
What does it mean to give an AI agent a complete education? Current agent development produces specialists systems optimized for a single capability dimension, whether tool use, co…
cs.MA2025
The Athenian Academy: A Seven-Layer Architecture Model for Multi-Agent Systems
Lidong Zhai, Zhijie Qiu, Lvyang Zhang +5
This paper proposes the "Academy of Athens" multi-agent seven-layer framework, aimed at systematically addressing challenges in multi-agent systems (MAS) within artificial intellig…