Soft-fail by default: recall/remember/store errors never crash the chain or graph (onError optional). Provenance metadata always includes source: "wolbarg-langchain".
LangGraph orchestrates an autonomous multi-node AI agent pipeline with built-in self-correction loops. Groq (LLaMA 3.3 70B) translates user questions into valid DuckDB SQL, designs chart visualization ...