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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.
Agent orchestration isn't just about prompt chaining; it’s about state management under load. I reviewed how major teams debug agent loops in production. We look past the clean demos to show exactly where the logic fractures when you hit real scale.
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Multi-agent systems excel in sandboxes but struggle in production. We analyzed orchestration stacks from teams running agents at scale. We identify the specific failure modes in state management that sink most projects
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Most multi-agent systems look perfect in demos but crumble in production. I analyzed the orchestration stacks of teams building at scale to find out why. I break down common failure modes in state management, error recovery, and latency