将AI引入自主系统：从认知到集体智能
原标题：Bringing AI to Autonomous Systems -- From Cognition to Collective Intelligence
AI 摘要
法国Verimag实验室的Joseph Sifakis在arXiv发表文章，提出自主系统是AI发展的终极阶段，需要连接主义AI与符号AI结合，并整合AI与系统工程。文章给出基于通用智能体架构的设计与评估框架，涵盖认知功能、长期记忆、决策规划及多智能体协调，并指出智能体可信性不仅涉及行为属性，还包含认知属性维度。作者认为当前AI智能体仅能提供低可靠性服务，与自主多智能体系统的愿景存在巨大差距。
正文节选
[Page 1] Bringing AI to Autonomous Systems -- From Cognition to Collective Intelligence Joseph Sifakis Verimag Laboratory, France Abstract The purpose of this article is to highlight the central role of autonomous systems as the ultimate stage in the development of AI, to explain the underlying technical challenges that require a combination of connectionist AI and symbolic AI, and to integrate AI and systems engineering. W