Why Multi Agent LLM Systems Break : Failure Modes, Fixes and Frameworks

Multi-agent AI is quickly becoming one of the most talked-about architectures in LLM engineering.Instead of relying on a single model to handle planning, reasoning, retrieval, memory, and tool usage, a multi-agent LLM distributes these responsibiliti...