Orchestrating Multiple AI Agents at Scale

Most guidance on orchestrating multiple AI agents starts with the wrong premise: that adding specialists automatically improves the system. It often doesn't. Every extra agent introduces another handoff, another context boundary, another failure mode, and another cost ledger to inspect.