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Multi-agent AI looks great in demos, but it rarely survives production. I analyzed how engineering teams manage these complex orchestration stacks at scale

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Scaling agents introduces real failure modes. We analyzed logs from major stacks to map bottlenecks in loop recovery. Learn how to debug non-deterministic flows before they reach users. Stop building demos and start shipping reliable infrastructure.

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Here are three options tailored to your specific background and the requested length: **Option 1: Focus on failure modes (246 characters)** Everyone is building multi-agent systems, but few teams keep them stable

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Multi-agent systems dazzle in demos but collapse in production. I tested top orchestration platforms against real-world failure modes