Unverified50% confidenceFactExact time
传统 MAS 研究中 Agent 间通信依赖预定义形式化协议（如 FIPA ACL），集成成本极高
1
Sources
50%
Confidence
Long-term
Relevance
7/11/2026
First Seen
Sources
The Three Eras of AI Agents: The Capability Leap from Tool Calling to Autonomous Orchestration
youtubeTheo - t3․gg7/10/2026
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