2 papers
cs.AI2026
The Agent Use of Agent Beings: Agent Cybernetics Is the Missing Science of Foundation Agents
Xinrun Wang, Chang Yang, He Zhao +2
LLM-based foundation agents that perceive, reason, and act across thousands of reasoning steps are rapidly becoming the dominant paradigm for deploying artificial intelligence in o…
cs.AI2026
Ontology-to-tools compilation for executable semantic constraint enforcement in LLM agents
Xiaochi Zhou, Patrick Bulter, Changxuan Yang +5
We introduce ontology-to-tools compilation as a proof-of-principle mechanism for coupling large language models (LLMs) with formal domain knowledge. Within The World Avatar (TWA),…