In 2025, multi-agent AI stopped looking like a research toy and started looking like infrastructure.

That shift changes how we should design agent systems.

For the last two years, a lot of agent discourse has focused on the single super-agent: one model, one prompt loop, one growing stack of tools. That architecture is useful, but it breaks down...