Most teams see the demo; few survive the production wake-up call. I stress-tested major agent frameworks to see where loops break. This is a technical look at state management, latency, and the real-world failure modes of orchestration at scale.
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Multi-agent systems look great until a recursive tool-call loop spikes latency and kills your cluster. Real production value comes from rigid state boundaries and observability