Expired50% confidenceFactExact time
The current mainstream multi-agent frameworks include CrewAI, LangGraph, and Swarm, which adopt different scheduling paradigms based on roles, graph structures, and lightweight orchestration respectively.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/10/2026
First Seen
Valid until: 10/8/2026(expired)
Sources
28 Enterprise-Grade AI Agent Projects: A Complete Guide That Even Beginners Can Deploy
bilibili伴你流水-共桃夭7/9/2026
Related Claims
UnverifiedMainstream multi-Agent frameworks include AutoGen, CrewAI, and LangGraph, offering coordination modes such as sequential pipelines, parallel execution, and dynamic routing.67% similarUnverifiedPEFT is a unified framework launched by Hugging Face that integrates multiple parameter-efficient fine-tuning methods including LoRA, QLoRA, Prefix Tuning, P-Tuning, and Adapter.65% similar
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