待验证50% 置信事实精确时间
Multi-agent frameworks including AutoGen (Microsoft), CrewAI, and MetaGPT have emerged as large language model capabilities have improved in recent years.
1
来源数
50%
置信度
中期 (~90 天)
时效性
2026/7/2
首次发现
有效期至：2026/9/30
来源
Ruflo: A Multi-Agent Orchestration Solution That Turns Claude Code into a 100-Person AI Team
bilibiliAI技术投降派2026/5/7
相关事实
待验证Multi-agent frameworks including MetaGPT, CrewAI, and AutoGen emerged after AutoGPT, forming a rapidly expanding technology ecosystem.83% 相似待验证Frameworks such as AutoGPT, LangChain, and CrewAI pioneered engineering implementations of multi-Agent collaboration in the large language model era78% 相似待验证多轮 Agent 反思在 AutoGen、CrewAI 等多 Agent 框架中已有成熟实践76% 相似待验证Multi-Agent Collaboration frameworks already exist in the industry, including Microsoft's AutoGen, CrewAI, and LangGraph.76% 相似
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