failure modes

Low Success Rate of Multi-Agent Systems? An In-Depth Analysis of 14 Failure Modes and the Root Causes Hidden in These 3 Key Stages!

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Low Success Rate of Multi-Agent Systems? An In-Depth Analysis of 14 Failure Modes and the Root Causes Hidden in These 3 Key Stages!

🔥 [Heartbreaking Data at the Beginning]Research shows that even top open-source multi-agent systems like ChatDev have a task accuracy rate of only 25%! Why does the theoretical “collaborative intelligence” frequently fail? We reveal the truth behind the failures using over 150 dialogue trajectories and expert annotations! The Gap Between the “Ideal and Reality” of Multi-Agent … Read more

Why Do Multi-Agent Systems Have Low Success Rates? Unveiling 14 Failure Modes

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Why Do Multi-Agent Systems Have Low Success Rates? Unveiling 14 Failure Modes

Click below to follow, the article comes from 🙋♂️ Friends who want to join the community can see the method at the end of the article for group communication. “ Despite the theoretical appeal of multi-agent systems, their performance in practical applications often falls short of expectations. According to research, even advanced open-source multi-agent systems … Read more