The handoff-as-a-contract idea is probably the part that makes multi-agent systems easier to reason about.

If one agent produces architecture, another implementation and another verification, the useful artifact isn't just the prompt passed between them. It's the assumptions and constraints that the next stage can actually check. That gives you a much clearer failure boundary when something goes wrong.