🤝 Want your team maximizing Claude? I run 1:1 and team AI workshops for companies doing $1M+ per year: https://aibuilder.academy/yt/Mi5wOpAgixw AI agents have revolutionized how we use and build LLMs. However, single-agent systems have their limits. Here, I give a beginner-friendly introduction to multi-agent systems and where they are today. ▶️ AI Agents Playlist: https://www.youtube.com/playlist?list=PLz-ep5RbHosU02OKABBkbsQrYWmQfoZMH References [1] https://blogs.nvidia.com/blog/ai-scaling-laws/ [2] https://research.trychroma.com/context-rot [3] https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents [4] arXiv:2512.08296 [cs.AI] [5] https://www.anthropic.com/engineering/building-c-compiler [6] https://www.anthropic.com/engineering/multi-agent-research-system [7] https://code.claude.com/docs/en/agent-teams Intro - 0:00 AI Agents - 0:15 Limits of Single-agent Systems (SAS) - 1:10 Multi-agent Systems (MAS) - 2:07 SAS vs MAS - 3:15 4 Architectures for MAS - 6:52 Arch 1: Independent - 7:17 Arch 2: Decentralized - 8:57 Arch 3: Centralized - 12:02 Arch 4: Hybrid - 13:24 Limitations - 14:41 Takeaways - 16:08

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