ToolNode

A developer has published a step-by-step guide for building a LangGraph-based customer support agent called ShopBot, which uses memory patterns, human-in-the-loop approval, and real tools to handle e-…

Researchers formalized and verified four concurrency anomalies in multi-agent LLM systems, establishing a machine-checked consistency hierarchy from L0 to L4. They implemented verified detectors and r…