Multi-Agent AI Frameworks: What Should I Demand Before I Adopt One?

https://www.red-bookmarks.win/breaking-down-the-silent-architectures-agent-orchestration-failures-beyond-the-press-releases

On May 16, 2026, the industry reached a saturation point regarding agentic workflow announcements. Every major vendor now claims their proprietary wrapper is the gold standard for orchestrating multiple LLMs in concert