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The first structural decision in any agentic system is how many agents there are and what each one owns. One capable agent given the whole problem is the fastest route to a working demo and the slowest route to a system you can improve. The case for splitting into narrow specialists under a thin orchestrator, the two shapes that split takes, the contract that holds it together, and the real bill for paying it.