Why Multi-Agent Systems Need Orchestration Infrastructure not frameworks

Dec 30, 2025 · 8 min read · Building Consonant: Lessons from the trenches of production AI agent coordination The Multi-Agent Coordination Problem Six months ago, a platform engineering team at a mid-size SaaS company built their first production AI agent. It was beautiful: a ...