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**Teaser (60-90 words):** Moving from a prototype to a production multi-agent system is rarely a straight line

Scaling multi-agent AI sounds great until you hit infinite tool-call loops. You’ll blow past latency budgets and spike inference costs in seconds

As of May 16, 2026, the industry has shifted its focus from single-agent LLM wrappers to complex, multi-agent orchestration frameworks that promise autonomous task execution

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