Multi-agent demos ignore production reality. I analyzed three orchestration stacks running at scale. We bypass the hype to examine actual failure modes—cascading loops, state drift, and observability gaps
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Everyone is building multi-agent systems, but few acknowledge the operational nightmare of keeping them stable. When agents hit a recursive tool-call loop, they do not just stop; they drain your budget and hang your entire orchestration layer
Multi-agent systems look great in notebooks but they fall apart in production. A simple recursive tool-call loop will shred your latency and drain your token budget overnight. You are not building a digital genius
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