What Actually Breaks Multi-Agent Systems: A Field Report From Real Production Failures

Here is a confirmed, filed bug in LangChain. An agent with a checkpointer attached has this conversation: Turn 1: "When was Company A founded?" → tool fires, returns "2020" → agent: "Company A was fou...