Orchestrating Multi-Agent Systems Against Unreliable Tooling

https://www.coast-bookmarks.win/is-microsoft-copilot-studio-multi-agent-ready-for-production

As of May 16, 2026, over 70 percent of production-grade agent workflows report failures traced directly to non-deterministic external API dependencies rather than internal logic errors