Tag: python multi-agent systems

By Andrii Klymenko · Updated August 01, 2026 Quick answer: Use a multi-agent system when you have parallel independent subtasks or clearly distinct specialist roles. Single agents work best for linear workflows that fit within one context window. According to LangChain’s 2024 report, 68% of production agents fail due to incorrect task decomposition, making proper…

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