Why Your Multi-Agent System Keeps Breaking in Production (And How to Fix the Orchestration Layer)

Most multi-agent demos work great in a notebook and fall apart within two weeks of production traffic. Not because the model is wrong because the orchestration layer was never designed for the failure modes that only show up at scale: partial tool failures, context drift across long conversations, and agents that silently disagree with each other....