Most multi-agent systems are nondeterministic by default. Agents negotiate their own workflows, spawn each other ad hoc, and pass free-text reasoning chains around. After running a fleet of AI agents in production — and watching the same PR diff produce three different fixes in three runs — I started designing the orchestration layer I wish I'd...