We move beyond the agentic demo phase. After reviewing multiple orchestration stacks, we dissect why these systems fail in production. This report compares leading frameworks, highlights recurring bottlenecks, and shares lessons from scaling.
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Everyone demos multi-agent workflows, but few teams ship them. After watching engineers struggle with state management, I’ve mapped the real failure modes. Stop chasing hype and start building resilient systems
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Multi-agent systems excel in demos but often fail under load. I reviewed three teams running these at scale to document where orchestration breaks. This guide skips the hype, focusing on the observability patterns you need to keep production loops stable.
Forget the hype. Real multi-agent systems often fail under production load. I’m comparing the orchestration stacks that actually hold up, focusing on debugging non-deterministic loops and state management
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