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AI EngineeringMay 2026 · 2 min read

The Orchestrator's Dilemma: Why Static Agent Teams Fail at Dynamic Tasks

Static agent teams fail on dynamic tasks. Dynamic orchestration solves this by building custom execution graphs at runtime—instantiating agents on the fly, routing by capability, and running parallel branches with coherent state. The real bottleneck isn't the LLMs anymore. It's the orchestrator.

The Orchestrator's Dilemma: Why Static Agent Teams Fail at Dynamic Tasks

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