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Managing multi-agent systems isn't about demos; it’s about failure modes. I’ve stress-tested current orchestration stacks to see how they handle production pressure. This analysis compares how LangGraph and CrewAI manage state sync and error recovery.
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Most agent tools shine in demos but fail at scale. We tested the main stacks, noting how they handle real production errors. If you lead an AI team, read our study on what breaks when you move your agents from a local machine to a live, complex system.